Compare the best video understanding models in 2026 for long-video analysis, audio-aware reasoning, and search, from local use to production APIs.
Updated July 12, 2026
Video understanding models take a whole video and answer questions about it, reasoning across time instead of generating footage. The hard part: scores swing with frame sampling and audio, and some models need frames extracted first. We ranked 14 by benchmark, price, and real access.
This is our top current pick for long audiovisual analysis, reading hours of footage and its audio track without you touching a single frame.
Score 100Price License ProprietaryVideo support Upload video · Audio included · 3 hours
It handles genuinely long videos - up to three hours - and processes the embedded audio alongside the visuals, so speech, on-screen text, and action all land in one request.
For summarizing, searching, and reasoning across a full video, nothing here is more reliable or needs less setup.
It is the priciest way to analyze an hour of video here, so for high-volume or latency-sensitive jobs, Gemini 3.5 Flash gives the same direct workflow for less.
Its score uses the earlier Gemini 3 Pro result; Doubao Seed 2.0 Pro is the strongest model measured directly.
The strongest directly measured proprietary model here, taking a video and its audio in one call and landing just behind the top Gemini.
Score 87Price License ProprietaryVideo support Upload video · Audio included · Unclear
It reads visuals and the embedded audio track in one pass, so speech-heavy footage needs no separate transcription step.
Among hosted models it posts the best directly measured result here and undercuts the top Gemini on price by a wide margin - strong value if you want near-frontier quality.
Its documented maximum duration is unclear, so if you need a guaranteed multi-hour window, Gemini 3.1 Pro and Pegasus 1.5 publish firm limits.
The listed price is a rough same-provider estimate, not a firm Ark quote, so confirm current rates before you budget.
The value pick in Google’s video lineup: the same direct video-and-audio workflow as 3.1 Pro, faster and much cheaper, with a small quality step down.
Score 83Price License ProprietaryVideo support Upload video · Audio included · 3 hours
You get the same direct video workflow - upload footage up to three hours long, with visuals and the audio track read together - but faster and cheaper than 3.1 Pro.
For high-volume summarizing, searching, and Q&A over long video, this is the practical default when peak quality is not essential.
As a Flash-tier model it trails 3.1 Pro and Doubao Seed 2.0 Pro on the hardest temporal reasoning, so reach for the Pro when accuracy matters more than speed or cost.
For pure visual analysis without audio, cheaper open models close much of the gap.
The open-weight model that feels like a hosted one, with a strong benchmark result, a first-party app and API, and permissive weights behind it.
Score 81Price License Open weightVideo support Upload video · Audio unclear · Unclear
It pairs a top-tier open-weight benchmark result with something most open models lack: a polished first-party app and API, so you can start in a browser and move to production without hosting anything.
The Modified MIT weights are there if you later want full control.
Its audio handling and maximum duration are not clearly documented, so for guaranteed audiovisual or long-video work, Gemini’s models are safer. Kimi K2.6 is newer, but K2.5 is the version with a real measured score.
Despite open weights, self-hosting needs server infrastructure, not a desktop.
A rare open-weight model that takes direct video with its embedded audio, under a permissive MIT license and backed by a first-party API.
Score 76Price License Open weightVideo support Upload video · Audio included · Unclear
Most open models make you strip the audio and run a separate speech pipeline; this one reads the embedded track directly, so audiovisual understanding stays in one model.
MIT weights plus a first-party API make it a flexible pick for teams that want to own the stack.
Maximum duration is undocumented, so for guaranteed long-video jobs it is a gamble. Running the weights yourself needs server-grade GPUs, not a laptop, and its score is a successor estimate rather than a direct benchmark result.
For higher measured audiovisual quality, Doubao Seed 2.0 Pro is the stronger pick.
Alibaba’s hosted flagship for long video, taking clips up to two hours through a single API, though you handle the audio track yourself.
Score 75Price License ProprietaryVideo support Upload video · Audio separate · 2 hours
It accepts long footage - up to two hours in one request - through a straightforward hosted API, with no weights to manage.
If your work is visual long-video summarization and Q&A and you want a managed endpoint rather than self-hosting, it is a solid, mid-priced option.
Audio is handled separately, so speech-heavy work needs your own transcription step - Gemini’s models and Doubao Seed 2.0 Pro read the track natively.
Its score is a same-family estimate rather than a direct benchmark result; the price is calculated from Alibaba’s current documented visual budget and rate.
The highest-scoring open-weight model measured here, but its size makes “open” mostly theoretical unless you rent serious GPU infrastructure.
Score 74Price License Open weightVideo support Upload video · Audio separate · Unclear
It posts the best directly measured benchmark result of any open model here, so if you want frontier-adjacent video understanding with public weights and no vendor lock-in, this is the ceiling.
You can route it through whichever host is cheapest or fits your compliance needs.
It is far too large for a personal machine, so in practice you rent hosted GPUs just like a proprietary API. Qwen3.6 is newer, audio is separate, and its rock-bottom price is a low-confidence estimate.
The Qwen open model you can actually run yourself if you own a high-memory machine, trading a chunk of quality for real local control.
Score 47Price License Open weightVideo support Upload video · Audio separate · Unclear
It keeps a meaningfully stronger measured result than most small open models while staying runnable on a single high-end machine, so you get private, offline video understanding without renting a cluster.
For a self-hosted open model that is both capable and practical, it hits a rare balance.
It still needs a high-memory GPU, so it is not laptop-friendly - for that, GLM-4.6V Flash or SmolVLM2 2.2B run on ordinary hardware.
Audio is separate and its quality is well behind the hosted frontier. Qwen3.5 397B scores far higher if you can host it.
An Apache-2.0 open model with genuine built-in video support, but a one-minute ceiling that limits it to short clips.
Score 42Price License Open weightVideo support Upload video · Audio separate · 1 minute
It has real processor-level video support and a permissive Apache-2.0 license, so you can build short-clip understanding into your own product without usage restrictions.
Running on a high-end machine, it keeps your footage private and off third-party servers.
The official maximum is one minute, so it is out for anything longer than a short clip - Qwen3.7 Plus or Pegasus 1.5 handle hours.
Audio is separate, it needs a high-end GPU, and the listed price uses a third-party route rather than a Google endpoint.
One of the few Qwen models that reads a video’s embedded audio directly, making it a natural fit for speech-and-visual footage up to an hour.
Score 42Price License ProprietaryVideo support Upload video · Audio included · 1 hour
Unlike most of the Qwen video lineup, it processes the embedded audio track alongside the visuals, so dialogue, narration, and on-screen action are understood together in one hosted call.
For audiovisual clips up to an hour where speech matters, it is a convenient managed option.
On measured quality it lands well below the hosted leaders, so for demanding temporal reasoning, Gemini 3.5 Flash or Doubao Seed 2.0 Pro are stronger.
Its one-hour cap trails Qwen3.7 Plus and Pegasus 1.5, and despite the family’s open reputation, this endpoint is proprietary.
A purpose-built video model that turns hours of footage into timestamped, structured JSON, aimed at segmentation and retrieval rather than open chat.
Score 33Price License ProprietaryVideo support Upload video · Audio included · 2 hours
It is built for one job and does it well: ingest a video up to two hours long and return timestamped summaries, chapters, and structured JSON against your own schema, with the audio track included.
For segmentation, moment retrieval, and metadata extraction, a specialist beats a general chat model.
On a video-QA benchmark it scores near the bottom, but that is not what it optimizes for - it is a structured-analysis tool, not an open-ended reasoner.
For free-form questions or summaries about a video’s content, Gemini’s models or Doubao Seed 2.0 Pro are far stronger.
A newer sparse open Qwen with only a few billion active parameters, efficient to run on a high-end machine but weaker than the Qwen3.5 leaders.
Score 24Price License Open weightVideo support Upload video · Audio separate · Unclear
Its sparse design activates only a small slice of its parameters per step, so it runs more efficiently than dense models its size and stays viable on a high-end local machine.
If you want a current-generation open Qwen you can self-host with headroom to spare, it fits.
Its measured video quality is much weaker than the older Qwen3.5 27B and 397B, so newer does not mean better here. Audio is separate and duration is undocumented.
If you can run it locally, GLM-4.6V Flash scores higher on lighter hardware.
A compact MIT model you can use two ways for free: a currently no-cost first-party API, or local deployment on ordinary hardware.
Score 22Price License Open weightVideo support Upload video · Audio separate · 1 hour
Two things make it stand out: a first-party API that is currently free, and weights small enough to run on a typical machine.
That combination lets you prototype in the cloud at no cost and move fully offline when you need privacy, all under a permissive MIT license.
Its benchmark quality sits well below the leaders, so it is best for lighter summarization and tagging, not demanding temporal reasoning - reach for a hosted frontier model there.
Audio is separate, and “currently free” can change, so do not build a long-term budget around it.
The most genuinely laptop-friendly model here, small enough to run video understanding on ordinary hardware - even a free Colab - at the cost of real capability.
Score 9Price License Open weightVideo support Upload video · Audio separate · Unclear
It runs on modest hardware - a few gigabytes of GPU memory, or even a free Colab notebook - with practical Transformers and MLX paths, including Apple Silicon.
Under a permissive Apache-2.0 license, it is one of the easiest ways to get offline video understanding onto a normal laptop.
It has the lowest score here by a wide margin, so expect only basic captioning and short-clip Q&A, not serious reasoning or long video.
It samples just a handful of frames and audio is separate. Almost anything hosted is dramatically more capable.
Access: First decide whether you want an app, an API, or a model you run yourself, because that choice drives cost, privacy, latency, and setup work. Proprietary models are hosted only. Open weights split hard: GLM-4.6V Flash and SmolVLM2 2.2B run on a typical machine, Qwen3.5 27B and Gemma 4 31B need a high-end one, and Kimi K2.5, MiMo V2.5, and Qwen3.5 397B are “open” but really need server infrastructure.
Quality: We use a normalized Video-MME-v2 score, averaging its with-subtitle/audio and without-subtitle/audio conditions. The benchmark runs 3,200 grouped questions across 800 videos and rewards consistent answers over a whole clip, not lucky single hits. A few scores are directional: Gemini 3.1 Pro and 3.5 Flash inherit a predecessor Gemini result, and MiMo V2.5, Qwen3.7 Plus, Pegasus 1.5, and SmolVLM2 2.2B use estimates from related benchmark or family evidence rather than a run of that exact model, so treat narrow gaps as ties. Frame count and audio or subtitle input also move scores, so a leaderboard number is a guide, not a guarantee.
Price: We compare USD per hour of source video, the cleanest way to line up hosted models. It measures one hour of footage, not equal visual detail - a model can look cheap because it samples fewer frames and inspects less. Several prices here are same-provider or third-party estimates rather than firm quotes, so confirm live rates before you budget.
Video support: All 14 picks accept a video file directly through their listed route. The frame-based models we mention below need you to extract and order frames yourself first, a real extra step. Audio-included models read the embedded track in one call; audio-separate models need your own transcription pipeline; and duration limits range from one minute (Gemma 4 31B) to three hours (Gemini).
Qwen3-VL 235B A22B(Alibaba) — A recognizable dedicated video model, now superseded and too large to self-host.InternVL3.5 241B A28B(OpenGVLab) — A strong open alternative, but you extract frames and self-host heavy weights.Kimi-VL 16B A3B(Moonshot AI) — A smaller open Kimi video model, but its workflow runs on extracted frames.MiMo-VL 7B(Xiaomi) — A handy small local baseline, but frame-based and behind MiMo V2.5.Qwen2.5-VL 72B(Alibaba) — A familiar Qwen video baseline, now behind newer Qwen generations.VideoLLaMA 3 7B(Alibaba DAMO Academy) — A small local model with direct video, but weak on quality.LLaVA-Video 72B Qwen2(LMMS-Lab) — An influential older video model, now large, frame-based, and outclassed.
What is the best video understanding model right now?
Gemini 3.1 Pro. It reads long footage and its audio together and handles up to three hours in one request. Its score uses the earlier Gemini 3 Pro benchmark result, while Doubao Seed 2.0 Pro is the strongest directly measured current model and costs far less.
What is the best video understanding model for most people?
Gemini 3.5 Flash. You get the same direct video-and-audio workflow as 3.1 Pro, faster and much cheaper, with only a small quality drop. Test it against Doubao Seed 2.0 Pro on your own footage, since that pairing covers most hosted use at a sensible price.
What is the best open-weight video model?
Qwen3.5 397B A17B has the highest measured open score, but it is server-only. Kimi K2.5 is the easiest to actually use, with a first-party app and API on top of its weights. If you need the embedded audio track read in one model, MiMo V2.5 is the standout open pick.
What is the best video understanding model you can run locally?
On a typical machine, GLM-4.6V Flash and SmolVLM2 2.2B are the realistic options - GLM for more capability, SmolVLM2 for the lightest laptop footprint. With a high-end GPU, Qwen3.5 27B is meaningfully stronger, while Gemma 4 31B and Qwen3.6 35B A3B suit short clips and efficient self-hosting respectively.
Which of these models understand audio, not just the picture?
Gemini 3.1 Pro, Gemini 3.5 Flash, Doubao Seed 2.0 Pro, MiMo V2.5, Qwen3.5 Omni Plus, and Pegasus 1.5 read the embedded audio track directly. The other Qwen checkpoints, Gemma 4 31B, GLM-4.6V Flash, and SmolVLM2 2.2B handle only visuals, so you supply speech through a separate transcription step.
Is a video-analysis platform the same thing as a video understanding model?
No. Products like video indexers and search platforms often wrap a model in retrieval, OCR, and transcription. This list ranks the models themselves. Pegasus 1.5 is a genuine model, not a platform, but reach for a retrieval pipeline when useful moments are sparse across many hours of footage.
Do these benchmark scores match real-world use?
Roughly. They predict which models reason across time and handle long clips, but results shift with frame count, audio input, prompting, and each provider’s own preprocessing. Some scores here are estimates or predecessor proxies. Treat close rankings as ties and run a short test on your own videos before committing.
What matters most when choosing a model for video understanding?
Three things: how you want to access it (app, API, or self-hosted), how long your videos are and whether audio matters, and your tolerance for cost versus quality. Match the model to your longest, messiest real footage, because that is where the differences show up.
Was this page helpful?
⌘I
{"docsConfig":{"theme":"luma","$schema":"https://mintlify.com/docs.json","name":"Useful AI","description":"Useful AI helps people find, compare, and learn practical AI tools, models, courses, guides, and resources.","colors":{"primary":"#000000","light":"#ffffff","dark":"#000000"},"logo":{"light":"https://mintcdn.com/usefulai/TukEV5gATx8azBBm/logo-icon.svg?fit=max\u0026auto=format\u0026n=TukEV5gATx8azBBm\u0026q=85\u0026s=57400ad8c532e03bb1fd7345ebfd8537","dark":"https://mintcdn.com/usefulai/TukEV5gATx8azBBm/logo-icon-dark.svg?fit=max\u0026auto=format\u0026n=TukEV5gATx8azBBm\u0026q=85\u0026s=cadf9ff8793b68f2f5ff9d8eb48d0564"},"favicon":"https://mintcdn.com/usefulai/LMn8K2dt36OSmQDE/favicon.svg?fit=max\u0026auto=format\u0026n=LMn8K2dt36OSmQDE\u0026q=85\u0026s=af301d243bd81ba4ec1dbc871f6981cd","appearance":{"default":"light"},"background":{"color":{"dark":"#090c10"}},"footer":{"socials":{"linkedin":"https://www.linkedin.com/company/usefulai"},"links":[{"header":"Company","items":[{"label":"About Us","href":"/about-us"},{"label":"Privacy","href":"/privacy"},{"label":"Terms","href":"/terms"}]}]},"search":{"prompt":"Search AI tools, models, courses, and guides"},"seo":{"indexing":"all"},"integrations":{"clarity":{"projectId":"lsiokxfop1"},"ga4":{"measurementId":"G-R0NFT3CXD9"}},"styling":{"latex":true},"navigation":{"global":{},"pages":[]}},"deployment":{"deploymentMetadataValue":{"subdomain":"usefulai","hasAudioNarration":false,"actualSubdomain":"usefulai","customDomains":["usefulai.com"],"gitSource":{"type":"github","owner":"usefulaios","repo":"usefulai","deployBranch":"main","contentDirectory":"mintlify/live","isPrivate":true,"mountPath":"","label":""},"feedback":{"agentFeedback":true,"thumbs":true},"entitlements":{},"buildId":"6a9b592deaf13c8167f1bc47","clientVersion":"0.0.4111","searchFilterCounts":[{"language":"default","tag":"Tools","count":74},{"language":"default","tag":"More Tools","count":43},{"language":"default","tag":"Use Cases","count":25},{"language":"default","tag":"Models","count":18},{"language":"default","tag":"By Tool","count":17},{"language":"default","tag":"Feeds","count":17},{"language":"default","tag":"Courses","count":16},{"language":"default","tag":"Plugins","count":14},{"language":"default","tag":"By Category","count":14},{"language":"default","tag":"Guides","count":12}]},"assistantConfig":{"enableAskAiButton":false,"enableStarterQuestions":false,"enableAskAiSearchBar":true},"basePath":"","hasChatPermissions":false,"hasWebMcpPermissions":false,"toggles":[{"name":"kill-isr","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"custom-rbac-roles","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"agent-mintlify-slack","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"agent-integrations-settings","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"rbac-expansion","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"automations-pr-grouping","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"custom-prefix","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"analytics-v7","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"user-flows-analytics","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"no-publish-flow","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"workos-onboarding","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"llms-txt-v2","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"snapshot-serving-live","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"stripTemperatureMiddleware","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"support-platform-pylon-zendesk","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"snapshot-serving","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"instant-rollback","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"granular-notifications-server","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"granular-notifications","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"automations-fable","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"fixed-ai-action-pricing","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"automation-resolve-merge-conflict","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"scoped-publishing","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"mintql","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"page-level-analytics","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"editor-version-history-v2","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"billing-page-v2","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"full-page-search","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"workspace-projects","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"assistant-v5","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"fork-pr-previews","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"revalidation-jwt","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"workos-sso-scim","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"hobby-abuse-scan","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"dashboard-inbox","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"workos-signup","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"turbopuffer-dual-write","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"workos-enabled","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"approve-review-flow","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"editor-metadata","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"sso-setup-deadline-banner","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"turbopuffer-serve","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"live-agents","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false}],"googleFontsInlined":false},"customCss":[{"filePath":"style.css","href":"/_mintlify/custom/usefulai/8cef5607a0338ea3/style.css"}],"page":{"pagePath":"models/video-understanding","slug":"/models/video-understanding","pageMetadata":{"title":"Best Video Understanding Models in 2026","description":"Compare the best video understanding models in 2026 for long-video analysis, audio-aware reasoning, and search, from local use to production APIs.","sidebarTitle":"Video Understanding","og:title":"14 Best Video Understanding Models in 2026 | UsefulAI","og:description":"Compare the best video understanding models in 2026 for long-video analysis, audio-aware reasoning, and search, from local use to production APIs.","mode":"wide","hideFooterPagination":true,"href":"/models/video-understanding"},"description":{"compiledSource":"\"use strict\";\nconst {jsx: _jsx} = arguments[0];\nconst {useMDXComponents: _provideComponents} = arguments[0];\nfunction _createMdxContent(props) {\n const _components = {\n p: \"p\",\n ..._provideComponents(),\n ...props.components\n };\n return _jsx(_components.p, {\n children: \"Compare the best video understanding models in 2026 for long-video analysis, audio-aware reasoning, and search, from local use to production APIs.\"\n });\n}\nfunction MDXContent(props = {}) {\n const {wrapper: MDXLayout} = {\n ..._provideComponents(),\n ...props.components\n };\n return MDXLayout ? _jsx(MDXLayout, {\n ...props,\n children: _jsx(_createMdxContent, {\n ...props\n })\n }) : _createMdxContent(props);\n}\nreturn {\n default: MDXContent\n};\n","frontmatter":{},"scope":{}},"pageType":"default","mdx":{"mdxSource":{"compiledSource":"\"use strict\";const{Fragment:_Fragment,jsx:_jsx,jsxs:_jsxs}=arguments[0];const{useMDXComponents:_provideComponents}=arguments[0];function _createMdxContent(props){const _components={a:`a`,hr:`hr`,li:`li`,p:`p`,strong:`strong`,tbody:`tbody`,td:`td`,th:`th`,thead:`thead`,tr:`tr`,ul:`ul`,..._provideComponents(),...props.components},{Accordion,AccordionGroup,Heading,Icon,Table,Tooltip}=_components;if(!Accordion)_missingMdxReference(`Accordion`,true);if(!AccordionGroup)_missingMdxReference(`AccordionGroup`,true);if(!Heading)_missingMdxReference(`Heading`,true);if(!Icon)_missingMdxReference(`Icon`,true);if(!Table)_missingMdxReference(`Table`,true);if(!Tooltip)_missingMdxReference(`Tooltip`,true);return _jsxs(_Fragment,{children:[_jsx(`div`,{className:`uai-updated-row`,children:`Updated July 12, 2026`}),`\n`,_jsx(_components.p,{children:`Video understanding models take a whole video and answer questions about it, reasoning across time instead of generating footage. The hard part: scores swing with frame sampling and audio, and some models need frames extracted first. We ranked 14 by benchmark, price, and real access.`}),`\n`,_jsx(Heading,{level:`2`,id:`best-video-understanding-models`,children:`Best Video Understanding Models`}),`\n`,_jsx(`div`,{className:`uai-overview-table uai-overview-table--ranked`,children:_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{style:{textAlign:`right`},children:`#`}),_jsx(_components.th,{children:`Model`}),_jsx(_components.th,{children:`Best for`}),_jsxs(_components.th,{style:{textAlign:`right`},children:[`Score `,_jsx(Tooltip,{tip:`UsefulAI's 0-100 score combines normalized Video-MME-v2 results with and without subtitle and audio inputs. Higher is better.`,children:_jsxs(`span`,{className:`uai-tip-icon`,children:[_jsx(Icon,{icon:`circle-info`,size:12,color:`currentColor`}),_jsx(`span`,{className:`uai-sr-only`,children:`About score`})]})})]}),_jsxs(_components.th,{style:{textAlign:`right`},children:[`Price `,_jsx(Tooltip,{tip:`Estimated input cost to process one hour of source video. Sampling, resolution, audio, output, caching, and tools can change the real cost.`,children:_jsxs(`span`,{className:`uai-tip-icon`,children:[_jsx(Icon,{icon:`circle-info`,size:12,color:`currentColor`}),_jsx(`span`,{className:`uai-sr-only`,children:`About price`})]})})]}),_jsxs(_components.th,{children:[`License `,_jsx(Tooltip,{tip:`Proprietary means no public model weights. Open weight means weights are available, though exact licenses and commercial-use terms vary.`,children:_jsxs(`span`,{className:`uai-tip-icon`,children:[_jsx(Icon,{icon:`circle-info`,size:12,color:`currentColor`}),_jsx(`span`,{className:`uai-sr-only`,children:`About license`})]})})]})]})}),_jsxs(_components.tbody,{children:[_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`1`}),_jsx(_components.td,{children:_jsxs(`a`,{href:`https://ai.google.dev/gemini-api/docs/models/gemini-3.1-pro-preview`,target:`_blank`,rel:`noreferrer`,children:[_jsx(`img`,{src:`/images/icons/48/google.com.png`,alt:``,noZoom:true}),`Gemini 3.1 Pro`]})}),_jsx(_components.td,{children:`Best overall video understanding`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`100`}),_jsx(_components.td,{style:{textAlign:`right`},children:`$4.32 / video-hour`}),_jsx(_components.td,{children:_jsx(`span`,{className:`uai-badge uai-badge--zinc`,children:`Proprietary`})})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`2`}),_jsx(_components.td,{children:_jsxs(`a`,{href:`https://www.volcengine.com/product/doubao/`,target:`_blank`,rel:`noreferrer`,children:[_jsx(`img`,{src:`/images/icons/48/seed.bytedance.com.png`,alt:``,noZoom:true}),`Doubao Seed 2.0 Pro`]})}),_jsx(_components.td,{children:`High-scoring audiovisual analysis`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`87`}),_jsx(_components.td,{style:{textAlign:`right`},children:`$0.71 / video-hour`}),_jsx(_components.td,{children:_jsx(`span`,{className:`uai-badge uai-badge--zinc`,children:`Proprietary`})})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`3`}),_jsx(_components.td,{children:_jsxs(`a`,{href:`https://ai.google.dev/gemini-api/docs/models/gemini-3.5-flash`,target:`_blank`,rel:`noreferrer`,children:[_jsx(`img`,{src:`/images/icons/48/google.com.png`,alt:``,noZoom:true}),`Gemini 3.5 Flash`]})}),_jsx(_components.td,{children:`Fast, high-volume video analysis`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`83`}),_jsx(_components.td,{style:{textAlign:`right`},children:`$1.62 / video-hour`}),_jsx(_components.td,{children:_jsx(`span`,{className:`uai-badge uai-badge--zinc`,children:`Proprietary`})})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`4`}),_jsx(_components.td,{children:_jsxs(`a`,{href:`https://www.kimi.com/ai-models/kimi-k2-5`,target:`_blank`,rel:`noreferrer`,children:[_jsx(`img`,{src:`/images/icons/48/kimi.com.png`,alt:``,noZoom:true}),`Kimi K2.5`]})}),_jsx(_components.td,{children:`Open weights with hosted access`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`81`}),_jsx(_components.td,{style:{textAlign:`right`},children:`$1.10 / video-hour`}),_jsx(_components.td,{children:_jsx(`span`,{className:`uai-badge uai-badge--emerald`,children:`Open weight`})})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`5`}),_jsx(_components.td,{children:_jsxs(`a`,{href:`https://mimo.mi.com/docs/en-US/quick-start/model`,target:`_blank`,rel:`noreferrer`,children:[_jsx(`img`,{src:`/images/icons/48/mimo.xiaomi.com.png`,alt:``,noZoom:true}),`MiMo V2.5`]})}),_jsx(_components.td,{children:`Open audiovisual self-hosting`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`76`}),_jsx(_components.td,{style:{textAlign:`right`},children:`$0.021 / video-hour`}),_jsx(_components.td,{children:_jsx(`span`,{className:`uai-badge uai-badge--emerald`,children:`Open weight`})})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`6`}),_jsx(_components.td,{children:_jsxs(`a`,{href:`https://www.alibabacloud.com/blog/qwen3-7-plus-multimodal-agent-intelligence_603206`,target:`_blank`,rel:`noreferrer`,children:[_jsx(`img`,{src:`/images/icons/48/qwen.ai.png`,alt:``,noZoom:true}),`Qwen3.7 Plus`]})}),_jsx(_components.td,{children:`Long hosted video input`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`75`}),_jsx(_components.td,{style:{textAlign:`right`},children:`$0.66 / video-hour`}),_jsx(_components.td,{children:_jsx(`span`,{className:`uai-badge uai-badge--zinc`,children:`Proprietary`})})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`7`}),_jsx(_components.td,{children:_jsxs(`a`,{href:`https://huggingface.co/Qwen/Qwen3.5-397B-A17B`,target:`_blank`,rel:`noreferrer`,children:[_jsx(`img`,{src:`/images/icons/48/qwen.ai.png`,alt:``,noZoom:true}),`Qwen3.5 397B A17B`]})}),_jsx(_components.td,{children:`Open-weight benchmark performance`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`74`}),_jsx(_components.td,{style:{textAlign:`right`},children:`$0.01 / video-hour`}),_jsx(_components.td,{children:_jsx(`span`,{className:`uai-badge uai-badge--emerald`,children:`Open weight`})})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`8`}),_jsx(_components.td,{children:_jsxs(`a`,{href:`https://huggingface.co/Qwen/Qwen3.5-27B`,target:`_blank`,rel:`noreferrer`,children:[_jsx(`img`,{src:`/images/icons/48/qwen.ai.png`,alt:``,noZoom:true}),`Qwen3.5 27B`]})}),_jsx(_components.td,{children:`High-end local video model`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`47`}),_jsx(_components.td,{style:{textAlign:`right`},children:`$0.005 / video-hour`}),_jsx(_components.td,{children:_jsx(`span`,{className:`uai-badge uai-badge--emerald`,children:`Open weight`})})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`9`}),_jsx(_components.td,{children:_jsxs(`a`,{href:`https://huggingface.co/google/gemma-4-31B`,target:`_blank`,rel:`noreferrer`,children:[_jsx(`img`,{src:`/images/icons/48/google.com.png`,alt:``,noZoom:true}),`Gemma 4 31B`]})}),_jsx(_components.td,{children:`Short local video clips`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`42`}),_jsx(_components.td,{style:{textAlign:`right`},children:`$0.03 / video-hour`}),_jsx(_components.td,{children:_jsx(`span`,{className:`uai-badge uai-badge--emerald`,children:`Open weight`})})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`10`}),_jsx(_components.td,{children:_jsxs(`a`,{href:`https://www.alibabacloud.com/help/en/model-studio/qwen-omni`,target:`_blank`,rel:`noreferrer`,children:[_jsx(`img`,{src:`/images/icons/48/qwen.ai.png`,alt:``,noZoom:true}),`Qwen3.5 Omni Plus`]})}),_jsx(_components.td,{children:`Native audiovisual video`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`42`}),_jsx(_components.td,{style:{textAlign:`right`},children:`$0.334 / video-hour`}),_jsx(_components.td,{children:_jsx(`span`,{className:`uai-badge uai-badge--zinc`,children:`Proprietary`})})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`11`}),_jsx(_components.td,{children:_jsxs(`a`,{href:`https://www.twelvelabs.io/pegasus`,target:`_blank`,rel:`noreferrer`,children:[_jsx(`img`,{src:`/images/icons/48/twelvelabs.io.png`,alt:``,noZoom:true}),`Pegasus 1.5`]})}),_jsx(_components.td,{children:`Structured long-video analysis`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`33`}),_jsx(_components.td,{style:{textAlign:`right`},children:`$1.75 / video-hour`}),_jsx(_components.td,{children:_jsx(`span`,{className:`uai-badge uai-badge--zinc`,children:`Proprietary`})})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`12`}),_jsx(_components.td,{children:_jsxs(`a`,{href:`https://huggingface.co/Qwen/Qwen3.6-35B-A3B`,target:`_blank`,rel:`noreferrer`,children:[_jsx(`img`,{src:`/images/icons/48/qwen.ai.png`,alt:``,noZoom:true}),`Qwen3.6 35B A3B`]})}),_jsx(_components.td,{children:`Sparse, efficient local model`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`24`}),_jsx(_components.td,{style:{textAlign:`right`},children:`$0.015 / video-hour`}),_jsx(_components.td,{children:_jsx(`span`,{className:`uai-badge uai-badge--emerald`,children:`Open weight`})})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`13`}),_jsx(_components.td,{children:_jsxs(`a`,{href:`https://huggingface.co/zai-org/GLM-4.6V-Flash`,target:`_blank`,rel:`noreferrer`,children:[_jsx(`img`,{src:`/images/icons/48/z.ai.png`,alt:``,noZoom:true}),`GLM-4.6V Flash`]})}),_jsx(_components.td,{children:`Free hosted and local`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`22`}),_jsx(_components.td,{style:{textAlign:`right`},children:`Free`}),_jsx(_components.td,{children:_jsx(`span`,{className:`uai-badge uai-badge--emerald`,children:`Open weight`})})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`14`}),_jsx(_components.td,{children:_jsxs(`a`,{href:`https://huggingface.co/HuggingFaceTB/SmolVLM2-2.2B-Instruct`,target:`_blank`,rel:`noreferrer`,children:[_jsx(`img`,{src:`/images/icons/48/huggingface.co.png`,alt:``,noZoom:true}),`SmolVLM2 2.2B`]})}),_jsx(_components.td,{children:`Laptop-friendly local video`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`right`},children:`9`}),_jsx(_components.td,{style:{textAlign:`right`},children:`$0.01 / video-hour`}),_jsx(_components.td,{children:_jsx(`span`,{className:`uai-badge uai-badge--emerald`,children:`Open weight`})})]})]})]})}),`\n`,_jsxs(`label`,{className:`uai-overview-more`,children:[_jsx(`input`,{type:`checkbox`,className:`uai-overview-toggle`}),_jsxs(`span`,{className:`uai-overview-more-open`,children:[_jsx(`span`,{className:`uai-overview-more-count`,children:`Show more`}),_jsx(Icon,{icon:`chevron-down`,size:13})]}),_jsxs(`span`,{className:`uai-overview-more-close`,children:[_jsx(`span`,{children:`Show less`}),_jsx(Icon,{icon:`chevron-up`,size:13})]})]}),`\n`,_jsx(_components.hr,{}),`\n`,_jsxs(`div`,{className:`uai-itemcard`,role:`article`,children:[_jsxs(`div`,{className:`uai-itemcard-head`,children:[_jsx(`span`,{className:`uai-itemcard-icon`,children:_jsx(`img`,{src:`https://mintcdn.com/usefulai/Ez-pJDkPpztLE7Cr/images/icons/144/google.com.png?fit=max\u0026auto=format\u0026n=Ez-pJDkPpztLE7Cr\u0026q=85\u0026s=11e0c725f841c45443116a184b63beac`,alt:``,noZoom:true,loading:`lazy`,\"data-og-width\":`144`,width:`144`,\"data-og-height\":`144`,height:`144`,\"data-path\":`images/icons/144/google.com.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/usefulai/Ez-pJDkPpztLE7Cr/images/icons/144/google.com.png?w=280\u0026fit=max\u0026auto=format\u0026n=Ez-pJDkPpztLE7Cr\u0026q=85\u0026s=394ab19e17b17900b398f20fb76e785e 280w, https://mintcdn.com/usefulai/Ez-pJDkPpztLE7Cr/images/icons/144/google.com.png?w=560\u0026fit=max\u0026auto=format\u0026n=Ez-pJDkPpztLE7Cr\u0026q=85\u0026s=468e165516e54d5f4206d48e53a62170 560w, https://mintcdn.com/usefulai/Ez-pJDkPpztLE7Cr/images/icons/144/google.com.png?w=840\u0026fit=max\u0026auto=format\u0026n=Ez-pJDkPpztLE7Cr\u0026q=85\u0026s=000df80339a683c15e6f5cb7acab45bd 840w, https://mintcdn.com/usefulai/Ez-pJDkPpztLE7Cr/images/icons/144/google.com.png?w=1100\u0026fit=max\u0026auto=format\u0026n=Ez-pJDkPpztLE7Cr\u0026q=85\u0026s=85e5984f09b272e973b117aea11a1baa 1100w, https://mintcdn.com/usefulai/Ez-pJDkPpztLE7Cr/images/icons/144/google.com.png?w=1650\u0026fit=max\u0026auto=format\u0026n=Ez-pJDkPpztLE7Cr\u0026q=85\u0026s=4cc454acd3bfd390f28bd0cb9c433b26 1650w, https://mintcdn.com/usefulai/Ez-pJDkPpztLE7Cr/images/icons/144/google.com.png?w=2500\u0026fit=max\u0026auto=format\u0026n=Ez-pJDkPpztLE7Cr\u0026q=85\u0026s=992661171eba0e955bee8ff361f0b971 2500w`})}),_jsxs(`div`,{className:`uai-itemcard-identity`,children:[_jsxs(`div`,{className:`uai-itemcard-row uai-itemcard-row--title`,children:[_jsx(Heading,{level:`2`,id:`gemini-3-1-pro`,children:_jsx(_components.a,{href:`https://ai.google.dev/gemini-api/docs/models/gemini-3.1-pro-preview`,children:`Gemini 3.1 Pro`})}),_jsx(`span`,{className:`uai-itemcard-byline`,children:`Google`})]}),_jsx(`div`,{className:`uai-itemcard-row`,children:_jsx(`span`,{className:`uai-itemcard-note uai-itemcard-note--blue`,children:`Best overall video understanding`})})]}),_jsx(`div`,{className:`uai-itemcard-end`,children:_jsx(`a`,{href:`https://ai.google.dev/gemini-api/docs/models/gemini-3.1-pro-preview`,target:`_blank`,rel:`noreferrer`,\"aria-label\":`Visit Gemini 3.1 Pro`,className:`uai-itemcard-cta uai-itemcard-cta--blue mint-no-underline`,children:`Visit Google`})})]}),_jsxs(`div`,{className:`uai-itemcard-body`,children:[_jsx(`div`,{className:`uai-itemcard-summary`,children:_jsx(_components.p,{children:`This is our top current pick for long audiovisual analysis, reading hours of footage and its audio track without you touching a single frame.`})}),_jsxs(`div`,{className:`uai-itemcard-facts`,\"aria-label\":`Gemini 3.1 Pro facts`,children:[_jsxs(`span`,{children:[`Score `,_jsx(`strong`,{children:`100`})]}),_jsxs(`span`,{children:[`Price `,_jsx(`strong`,{children:`$4.32 / video-hour`})]}),_jsxs(`span`,{children:[`License `,_jsx(`span`,{className:`uai-badge uai-badge--zinc`,children:`Proprietary`})]}),_jsxs(`span`,{children:[`Video support `,_jsx(`strong`,{children:`Upload video · Audio included · 3 hours`})]})]}),_jsxs(`div`,{className:`uai-itemcard-details-group`,children:[_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-gemini-3-1-pro-strengths`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-gemini-3-1-pro-strengths`,children:[_jsx(`span`,{children:`Strengths`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`It handles genuinely long videos - up to three hours - and processes the embedded audio alongside the visuals, so speech, on-screen text, and action all land in one request.`}),_jsx(`li`,{children:`For summarizing, searching, and reasoning across a full video, nothing here is more reliable or needs less setup.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-gemini-3-1-pro-tradeoffs`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-gemini-3-1-pro-tradeoffs`,children:[_jsx(`span`,{children:`Tradeoffs`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`It is the priciest way to analyze an hour of video here, so for high-volume or latency-sensitive jobs, Gemini 3.5 Flash gives the same direct workflow for less.`}),_jsx(`li`,{children:`Its score uses the earlier Gemini 3 Pro result; Doubao Seed 2.0 Pro is the strongest model measured directly.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-gemini-3-1-pro-how-to-access`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-gemini-3-1-pro-how-to-access`,children:[_jsx(`span`,{children:`How to access`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsxs(`li`,{children:[_jsx(`strong`,{children:`App`}),` — Available in `,_jsx(`a`,{href:`https://gemini.google.com/`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Gemini`}),`.`]}),_jsxs(`li`,{children:[_jsx(`strong`,{children:`API`}),` — Accessible via `,_jsx(`a`,{href:`https://ai.google.dev/gemini-api/docs/models/gemini-3.1-pro-preview`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Gemini API`}),`, `,_jsx(`a`,{href:`https://cloud.google.com/vertex-ai/generative-ai/docs/models/gemini/3-1-pro`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Vertex AI`}),`.`]})]})})]})]})]})]}),`\n`,_jsxs(`div`,{className:`uai-itemcard`,role:`article`,children:[_jsxs(`div`,{className:`uai-itemcard-head`,children:[_jsx(`span`,{className:`uai-itemcard-icon`,children:_jsx(`img`,{src:`https://mintcdn.com/usefulai/fTqNrv6I1z_YE97n/images/icons/144/seed.bytedance.com.png?fit=max\u0026auto=format\u0026n=fTqNrv6I1z_YE97n\u0026q=85\u0026s=7aa4eb2b206e827b59e8804bc9cf3beb`,alt:``,noZoom:true,loading:`lazy`,\"data-og-width\":`144`,width:`144`,\"data-og-height\":`144`,height:`144`,\"data-path\":`images/icons/144/seed.bytedance.com.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/usefulai/fTqNrv6I1z_YE97n/images/icons/144/seed.bytedance.com.png?w=280\u0026fit=max\u0026auto=format\u0026n=fTqNrv6I1z_YE97n\u0026q=85\u0026s=de9a060c822309c4a0a4b2b009c7294e 280w, https://mintcdn.com/usefulai/fTqNrv6I1z_YE97n/images/icons/144/seed.bytedance.com.png?w=560\u0026fit=max\u0026auto=format\u0026n=fTqNrv6I1z_YE97n\u0026q=85\u0026s=76ba1b17936fd56f28b66927f166b1ca 560w, https://mintcdn.com/usefulai/fTqNrv6I1z_YE97n/images/icons/144/seed.bytedance.com.png?w=840\u0026fit=max\u0026auto=format\u0026n=fTqNrv6I1z_YE97n\u0026q=85\u0026s=3e56796af7d4bfcc986a7141bb3c0f34 840w, https://mintcdn.com/usefulai/fTqNrv6I1z_YE97n/images/icons/144/seed.bytedance.com.png?w=1100\u0026fit=max\u0026auto=format\u0026n=fTqNrv6I1z_YE97n\u0026q=85\u0026s=3d50575de6bb41590a9c8013d822baf2 1100w, https://mintcdn.com/usefulai/fTqNrv6I1z_YE97n/images/icons/144/seed.bytedance.com.png?w=1650\u0026fit=max\u0026auto=format\u0026n=fTqNrv6I1z_YE97n\u0026q=85\u0026s=c1d408fa2596cb7cc84168df700e48a7 1650w, https://mintcdn.com/usefulai/fTqNrv6I1z_YE97n/images/icons/144/seed.bytedance.com.png?w=2500\u0026fit=max\u0026auto=format\u0026n=fTqNrv6I1z_YE97n\u0026q=85\u0026s=63dee74fb63dd2f91b8e63bfa211fe5b 2500w`})}),_jsxs(`div`,{className:`uai-itemcard-identity`,children:[_jsxs(`div`,{className:`uai-itemcard-row uai-itemcard-row--title`,children:[_jsx(Heading,{level:`2`,id:`doubao-seed-2-0-pro`,children:_jsx(_components.a,{href:`https://www.volcengine.com/product/doubao/`,children:`Doubao Seed 2.0 Pro`})}),_jsx(`span`,{className:`uai-itemcard-byline`,children:`ByteDance`})]}),_jsx(`div`,{className:`uai-itemcard-row`,children:_jsx(`span`,{className:`uai-itemcard-note uai-itemcard-note--blue`,children:`High-scoring audiovisual analysis`})})]}),_jsx(`div`,{className:`uai-itemcard-end`,children:_jsx(`a`,{href:`https://www.volcengine.com/product/doubao/`,target:`_blank`,rel:`noreferrer`,\"aria-label\":`Visit Doubao Seed 2.0 Pro`,className:`uai-itemcard-cta uai-itemcard-cta--blue mint-no-underline`,children:`Visit ByteDance`})})]}),_jsxs(`div`,{className:`uai-itemcard-body`,children:[_jsx(`div`,{className:`uai-itemcard-summary`,children:_jsx(_components.p,{children:`The strongest directly measured proprietary model here, taking a video and its audio in one call and landing just behind the top Gemini.`})}),_jsxs(`div`,{className:`uai-itemcard-facts`,\"aria-label\":`Doubao Seed 2.0 Pro facts`,children:[_jsxs(`span`,{children:[`Score `,_jsx(`strong`,{children:`87`})]}),_jsxs(`span`,{children:[`Price `,_jsx(`strong`,{children:`$0.71 / video-hour`})]}),_jsxs(`span`,{children:[`License `,_jsx(`span`,{className:`uai-badge uai-badge--zinc`,children:`Proprietary`})]}),_jsxs(`span`,{children:[`Video support `,_jsx(`strong`,{children:`Upload video · Audio included · Unclear`})]})]}),_jsxs(`div`,{className:`uai-itemcard-details-group`,children:[_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-doubao-seed-2-0-pro-strengths`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-doubao-seed-2-0-pro-strengths`,children:[_jsx(`span`,{children:`Strengths`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`It reads visuals and the embedded audio track in one pass, so speech-heavy footage needs no separate transcription step.`}),_jsx(`li`,{children:`Among hosted models it posts the best directly measured result here and undercuts the top Gemini on price by a wide margin - strong value if you want near-frontier quality.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-doubao-seed-2-0-pro-tradeoffs`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-doubao-seed-2-0-pro-tradeoffs`,children:[_jsx(`span`,{children:`Tradeoffs`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`Its documented maximum duration is unclear, so if you need a guaranteed multi-hour window, Gemini 3.1 Pro and Pegasus 1.5 publish firm limits.`}),_jsx(`li`,{children:`The listed price is a rough same-provider estimate, not a firm Ark quote, so confirm current rates before you budget.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-doubao-seed-2-0-pro-how-to-access`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-doubao-seed-2-0-pro-how-to-access`,children:[_jsx(`span`,{children:`How to access`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsx(`ul`,{children:_jsxs(`li`,{children:[_jsx(`strong`,{children:`API`}),` — Accessible via `,_jsx(`a`,{href:`https://www.volcengine.com/docs/82379/1795150`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Volcano Engine Ark`}),`.`]})})})]})]})]})]}),`\n`,_jsxs(`div`,{className:`uai-itemcard`,role:`article`,children:[_jsxs(`div`,{className:`uai-itemcard-head`,children:[_jsx(`span`,{className:`uai-itemcard-icon`,children:_jsx(`img`,{src:`https://mintcdn.com/usefulai/Ez-pJDkPpztLE7Cr/images/icons/144/google.com.png?fit=max\u0026auto=format\u0026n=Ez-pJDkPpztLE7Cr\u0026q=85\u0026s=11e0c725f841c45443116a184b63beac`,alt:``,noZoom:true,loading:`lazy`,\"data-og-width\":`144`,width:`144`,\"data-og-height\":`144`,height:`144`,\"data-path\":`images/icons/144/google.com.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/usefulai/Ez-pJDkPpztLE7Cr/images/icons/144/google.com.png?w=280\u0026fit=max\u0026auto=format\u0026n=Ez-pJDkPpztLE7Cr\u0026q=85\u0026s=394ab19e17b17900b398f20fb76e785e 280w, https://mintcdn.com/usefulai/Ez-pJDkPpztLE7Cr/images/icons/144/google.com.png?w=560\u0026fit=max\u0026auto=format\u0026n=Ez-pJDkPpztLE7Cr\u0026q=85\u0026s=468e165516e54d5f4206d48e53a62170 560w, https://mintcdn.com/usefulai/Ez-pJDkPpztLE7Cr/images/icons/144/google.com.png?w=840\u0026fit=max\u0026auto=format\u0026n=Ez-pJDkPpztLE7Cr\u0026q=85\u0026s=000df80339a683c15e6f5cb7acab45bd 840w, https://mintcdn.com/usefulai/Ez-pJDkPpztLE7Cr/images/icons/144/google.com.png?w=1100\u0026fit=max\u0026auto=format\u0026n=Ez-pJDkPpztLE7Cr\u0026q=85\u0026s=85e5984f09b272e973b117aea11a1baa 1100w, https://mintcdn.com/usefulai/Ez-pJDkPpztLE7Cr/images/icons/144/google.com.png?w=1650\u0026fit=max\u0026auto=format\u0026n=Ez-pJDkPpztLE7Cr\u0026q=85\u0026s=4cc454acd3bfd390f28bd0cb9c433b26 1650w, https://mintcdn.com/usefulai/Ez-pJDkPpztLE7Cr/images/icons/144/google.com.png?w=2500\u0026fit=max\u0026auto=format\u0026n=Ez-pJDkPpztLE7Cr\u0026q=85\u0026s=992661171eba0e955bee8ff361f0b971 2500w`})}),_jsxs(`div`,{className:`uai-itemcard-identity`,children:[_jsxs(`div`,{className:`uai-itemcard-row uai-itemcard-row--title`,children:[_jsx(Heading,{level:`2`,id:`gemini-3-5-flash`,children:_jsx(_components.a,{href:`https://ai.google.dev/gemini-api/docs/models/gemini-3.5-flash`,children:`Gemini 3.5 Flash`})}),_jsx(`span`,{className:`uai-itemcard-byline`,children:`Google`})]}),_jsx(`div`,{className:`uai-itemcard-row`,children:_jsx(`span`,{className:`uai-itemcard-note uai-itemcard-note--blue`,children:`Fast, high-volume video analysis`})})]}),_jsx(`div`,{className:`uai-itemcard-end`,children:_jsx(`a`,{href:`https://ai.google.dev/gemini-api/docs/models/gemini-3.5-flash`,target:`_blank`,rel:`noreferrer`,\"aria-label\":`Visit Gemini 3.5 Flash`,className:`uai-itemcard-cta uai-itemcard-cta--blue mint-no-underline`,children:`Visit Google`})})]}),_jsxs(`div`,{className:`uai-itemcard-body`,children:[_jsx(`div`,{className:`uai-itemcard-summary`,children:_jsx(_components.p,{children:`The value pick in Google’s video lineup: the same direct video-and-audio workflow as 3.1 Pro, faster and much cheaper, with a small quality step down.`})}),_jsxs(`div`,{className:`uai-itemcard-facts`,\"aria-label\":`Gemini 3.5 Flash facts`,children:[_jsxs(`span`,{children:[`Score `,_jsx(`strong`,{children:`83`})]}),_jsxs(`span`,{children:[`Price `,_jsx(`strong`,{children:`$1.62 / video-hour`})]}),_jsxs(`span`,{children:[`License `,_jsx(`span`,{className:`uai-badge uai-badge--zinc`,children:`Proprietary`})]}),_jsxs(`span`,{children:[`Video support `,_jsx(`strong`,{children:`Upload video · Audio included · 3 hours`})]})]}),_jsxs(`div`,{className:`uai-itemcard-details-group`,children:[_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-gemini-3-5-flash-strengths`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-gemini-3-5-flash-strengths`,children:[_jsx(`span`,{children:`Strengths`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`You get the same direct video workflow - upload footage up to three hours long, with visuals and the audio track read together - but faster and cheaper than 3.1 Pro.`}),_jsx(`li`,{children:`For high-volume summarizing, searching, and Q\u0026A over long video, this is the practical default when peak quality is not essential.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-gemini-3-5-flash-tradeoffs`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-gemini-3-5-flash-tradeoffs`,children:[_jsx(`span`,{children:`Tradeoffs`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`As a Flash-tier model it trails 3.1 Pro and Doubao Seed 2.0 Pro on the hardest temporal reasoning, so reach for the Pro when accuracy matters more than speed or cost.`}),_jsx(`li`,{children:`For pure visual analysis without audio, cheaper open models close much of the gap.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-gemini-3-5-flash-how-to-access`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-gemini-3-5-flash-how-to-access`,children:[_jsx(`span`,{children:`How to access`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsxs(`li`,{children:[_jsx(`strong`,{children:`App`}),` — Available in `,_jsx(`a`,{href:`https://gemini.google.com/`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Gemini`}),`.`]}),_jsxs(`li`,{children:[_jsx(`strong`,{children:`API`}),` — Accessible via `,_jsx(`a`,{href:`https://ai.google.dev/gemini-api/docs/models/gemini-3.5-flash`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Gemini API`}),`, `,_jsx(`a`,{href:`https://cloud.google.com/vertex-ai/generative-ai/docs/`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Vertex AI`}),`.`]})]})})]})]})]})]}),`\n`,_jsxs(`div`,{className:`uai-itemcard`,role:`article`,children:[_jsxs(`div`,{className:`uai-itemcard-head`,children:[_jsx(`span`,{className:`uai-itemcard-icon`,children:_jsx(`img`,{src:`https://mintcdn.com/usefulai/52KaILwddzz5TNZ_/images/icons/144/kimi.com.png?fit=max\u0026auto=format\u0026n=52KaILwddzz5TNZ_\u0026q=85\u0026s=8d6772935f3f8299f61c9820fd6d176d`,alt:``,noZoom:true,loading:`lazy`,\"data-og-width\":`144`,width:`144`,\"data-og-height\":`144`,height:`144`,\"data-path\":`images/icons/144/kimi.com.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/usefulai/52KaILwddzz5TNZ_/images/icons/144/kimi.com.png?w=280\u0026fit=max\u0026auto=format\u0026n=52KaILwddzz5TNZ_\u0026q=85\u0026s=fdd2e4d4b91a6aba56ddb8bb40d01a3b 280w, https://mintcdn.com/usefulai/52KaILwddzz5TNZ_/images/icons/144/kimi.com.png?w=560\u0026fit=max\u0026auto=format\u0026n=52KaILwddzz5TNZ_\u0026q=85\u0026s=5d494c584b4a30c9a3c3d5257a76feb9 560w, https://mintcdn.com/usefulai/52KaILwddzz5TNZ_/images/icons/144/kimi.com.png?w=840\u0026fit=max\u0026auto=format\u0026n=52KaILwddzz5TNZ_\u0026q=85\u0026s=21831edde1bb3518749d8e176709a744 840w, https://mintcdn.com/usefulai/52KaILwddzz5TNZ_/images/icons/144/kimi.com.png?w=1100\u0026fit=max\u0026auto=format\u0026n=52KaILwddzz5TNZ_\u0026q=85\u0026s=31d9369c86c4e8a1d668a8931c35a05d 1100w, https://mintcdn.com/usefulai/52KaILwddzz5TNZ_/images/icons/144/kimi.com.png?w=1650\u0026fit=max\u0026auto=format\u0026n=52KaILwddzz5TNZ_\u0026q=85\u0026s=ac21bd7a4318f9bd715896fd84bc671d 1650w, https://mintcdn.com/usefulai/52KaILwddzz5TNZ_/images/icons/144/kimi.com.png?w=2500\u0026fit=max\u0026auto=format\u0026n=52KaILwddzz5TNZ_\u0026q=85\u0026s=7a6ec4125fea96a4712e13363ab999b1 2500w`})}),_jsxs(`div`,{className:`uai-itemcard-identity`,children:[_jsxs(`div`,{className:`uai-itemcard-row uai-itemcard-row--title`,children:[_jsx(Heading,{level:`2`,id:`kimi-k2-5`,children:_jsx(_components.a,{href:`https://www.kimi.com/ai-models/kimi-k2-5`,children:`Kimi K2.5`})}),_jsx(`span`,{className:`uai-itemcard-byline`,children:`Moonshot AI`})]}),_jsx(`div`,{className:`uai-itemcard-row`,children:_jsx(`span`,{className:`uai-itemcard-note uai-itemcard-note--blue`,children:`Open weights with hosted access`})})]}),_jsx(`div`,{className:`uai-itemcard-end`,children:_jsx(`a`,{href:`https://www.kimi.com/ai-models/kimi-k2-5`,target:`_blank`,rel:`noreferrer`,\"aria-label\":`Visit Kimi K2.5`,className:`uai-itemcard-cta uai-itemcard-cta--blue mint-no-underline`,children:`Visit Moonshot AI`})})]}),_jsxs(`div`,{className:`uai-itemcard-body`,children:[_jsx(`div`,{className:`uai-itemcard-summary`,children:_jsx(_components.p,{children:`The open-weight model that feels like a hosted one, with a strong benchmark result, a first-party app and API, and permissive weights behind it.`})}),_jsxs(`div`,{className:`uai-itemcard-facts`,\"aria-label\":`Kimi K2.5 facts`,children:[_jsxs(`span`,{children:[`Score `,_jsx(`strong`,{children:`81`})]}),_jsxs(`span`,{children:[`Price `,_jsx(`strong`,{children:`$1.10 / video-hour`})]}),_jsxs(`span`,{children:[`License `,_jsx(`span`,{className:`uai-badge uai-badge--emerald`,children:`Open weight`})]}),_jsxs(`span`,{children:[`Video support `,_jsx(`strong`,{children:`Upload video · Audio unclear · Unclear`})]})]}),_jsxs(`div`,{className:`uai-itemcard-details-group`,children:[_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-kimi-k2-5-strengths`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-kimi-k2-5-strengths`,children:[_jsx(`span`,{children:`Strengths`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`It pairs a top-tier open-weight benchmark result with something most open models lack: a polished first-party app and API, so you can start in a browser and move to production without hosting anything.`}),_jsx(`li`,{children:`The Modified MIT weights are there if you later want full control.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-kimi-k2-5-tradeoffs`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-kimi-k2-5-tradeoffs`,children:[_jsx(`span`,{children:`Tradeoffs`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`Its audio handling and maximum duration are not clearly documented, so for guaranteed audiovisual or long-video work, Gemini’s models are safer. Kimi K2.6 is newer, but K2.5 is the version with a real measured score.`}),_jsx(`li`,{children:`Despite open weights, self-hosting needs server infrastructure, not a desktop.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-kimi-k2-5-how-to-access`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-kimi-k2-5-how-to-access`,children:[_jsx(`span`,{children:`How to access`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsxs(`li`,{children:[_jsx(`strong`,{children:`App`}),` — Available in `,_jsx(`a`,{href:`https://www.kimi.com/`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Kimi`}),`.`]}),_jsxs(`li`,{children:[_jsx(`strong`,{children:`API`}),` — Accessible via `,_jsx(`a`,{href:`https://platform.moonshot.ai/`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Moonshot API`}),`, `,_jsx(`a`,{href:`https://www.alibabacloud.com/help/en/model-studio/kimi-api`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Alibaba Cloud Model Studio`}),`.`]}),_jsxs(`li`,{children:[_jsx(`strong`,{children:`Run locally`}),` — Open weights are available from `,_jsx(`a`,{href:`https://huggingface.co/moonshotai/Kimi-K2.5`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Hugging Face`}),`, but in practice this needs self-hosting infrastructure, not a local machine.`]})]})})]})]})]})]}),`\n`,_jsxs(`div`,{className:`uai-itemcard`,role:`article`,children:[_jsxs(`div`,{className:`uai-itemcard-head`,children:[_jsx(`span`,{className:`uai-itemcard-icon`,children:_jsx(`img`,{src:`https://mintcdn.com/usefulai/52KaILwddzz5TNZ_/images/icons/144/mimo.xiaomi.com.png?fit=max\u0026auto=format\u0026n=52KaILwddzz5TNZ_\u0026q=85\u0026s=fd6b136b0ae0b52bde1ca67e470b4c0b`,alt:``,noZoom:true,loading:`lazy`,\"data-og-width\":`144`,width:`144`,\"data-og-height\":`144`,height:`144`,\"data-path\":`images/icons/144/mimo.xiaomi.com.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/usefulai/52KaILwddzz5TNZ_/images/icons/144/mimo.xiaomi.com.png?w=280\u0026fit=max\u0026auto=format\u0026n=52KaILwddzz5TNZ_\u0026q=85\u0026s=2df893d2a11de808b0ee1888e0370697 280w, https://mintcdn.com/usefulai/52KaILwddzz5TNZ_/images/icons/144/mimo.xiaomi.com.png?w=560\u0026fit=max\u0026auto=format\u0026n=52KaILwddzz5TNZ_\u0026q=85\u0026s=ba35b2c2d2a2945627584094ae98eb8c 560w, https://mintcdn.com/usefulai/52KaILwddzz5TNZ_/images/icons/144/mimo.xiaomi.com.png?w=840\u0026fit=max\u0026auto=format\u0026n=52KaILwddzz5TNZ_\u0026q=85\u0026s=0338461d35e6f5e1465377dcf0786671 840w, https://mintcdn.com/usefulai/52KaILwddzz5TNZ_/images/icons/144/mimo.xiaomi.com.png?w=1100\u0026fit=max\u0026auto=format\u0026n=52KaILwddzz5TNZ_\u0026q=85\u0026s=6ba1b2cbcb8b528263ec46fed7641ef3 1100w, https://mintcdn.com/usefulai/52KaILwddzz5TNZ_/images/icons/144/mimo.xiaomi.com.png?w=1650\u0026fit=max\u0026auto=format\u0026n=52KaILwddzz5TNZ_\u0026q=85\u0026s=bd43b75e14d3adaf68cf57f29e551bc3 1650w, https://mintcdn.com/usefulai/52KaILwddzz5TNZ_/images/icons/144/mimo.xiaomi.com.png?w=2500\u0026fit=max\u0026auto=format\u0026n=52KaILwddzz5TNZ_\u0026q=85\u0026s=307f23b5c83e44f0eaa3a1c595c7469f 2500w`})}),_jsxs(`div`,{className:`uai-itemcard-identity`,children:[_jsxs(`div`,{className:`uai-itemcard-row uai-itemcard-row--title`,children:[_jsx(Heading,{level:`2`,id:`mimo-v2-5`,children:_jsx(_components.a,{href:`https://mimo.mi.com/docs/en-US/quick-start/model`,children:`MiMo V2.5`})}),_jsx(`span`,{className:`uai-itemcard-byline`,children:`Xiaomi`})]}),_jsx(`div`,{className:`uai-itemcard-row`,children:_jsx(`span`,{className:`uai-itemcard-note uai-itemcard-note--blue`,children:`Open audiovisual self-hosting`})})]}),_jsx(`div`,{className:`uai-itemcard-end`,children:_jsx(`a`,{href:`https://mimo.mi.com/docs/en-US/quick-start/model`,target:`_blank`,rel:`noreferrer`,\"aria-label\":`Visit MiMo V2.5`,className:`uai-itemcard-cta uai-itemcard-cta--blue mint-no-underline`,children:`Visit Xiaomi`})})]}),_jsxs(`div`,{className:`uai-itemcard-body`,children:[_jsx(`div`,{className:`uai-itemcard-summary`,children:_jsx(_components.p,{children:`A rare open-weight model that takes direct video with its embedded audio, under a permissive MIT license and backed by a first-party API.`})}),_jsxs(`div`,{className:`uai-itemcard-facts`,\"aria-label\":`MiMo V2.5 facts`,children:[_jsxs(`span`,{children:[`Score `,_jsx(`strong`,{children:`76`})]}),_jsxs(`span`,{children:[`Price `,_jsx(`strong`,{children:`$0.021 / video-hour`})]}),_jsxs(`span`,{children:[`License `,_jsx(`span`,{className:`uai-badge uai-badge--emerald`,children:`Open weight`})]}),_jsxs(`span`,{children:[`Video support `,_jsx(`strong`,{children:`Upload video · Audio included · Unclear`})]})]}),_jsxs(`div`,{className:`uai-itemcard-details-group`,children:[_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-mimo-v2-5-strengths`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-mimo-v2-5-strengths`,children:[_jsx(`span`,{children:`Strengths`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`Most open models make you strip the audio and run a separate speech pipeline; this one reads the embedded track directly, so audiovisual understanding stays in one model.`}),_jsx(`li`,{children:`MIT weights plus a first-party API make it a flexible pick for teams that want to own the stack.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-mimo-v2-5-tradeoffs`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-mimo-v2-5-tradeoffs`,children:[_jsx(`span`,{children:`Tradeoffs`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`Maximum duration is undocumented, so for guaranteed long-video jobs it is a gamble. Running the weights yourself needs server-grade GPUs, not a laptop, and its score is a successor estimate rather than a direct benchmark result.`}),_jsx(`li`,{children:`For higher measured audiovisual quality, Doubao Seed 2.0 Pro is the stronger pick.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-mimo-v2-5-how-to-access`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-mimo-v2-5-how-to-access`,children:[_jsx(`span`,{children:`How to access`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsxs(`li`,{children:[_jsx(`strong`,{children:`API`}),` — Accessible via `,_jsx(`a`,{href:`https://mimo.mi.com/docs/en-US/quick-start/model`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Xiaomi MiMo API`}),`.`]}),_jsxs(`li`,{children:[_jsx(`strong`,{children:`Run locally`}),` — Open weights are available from `,_jsx(`a`,{href:`https://huggingface.co/XiaomiMiMo/MiMo-V2.5`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Hugging Face`}),`, but in practice this needs self-hosting infrastructure, not a local machine.`]})]})})]})]})]})]}),`\n`,_jsxs(`div`,{className:`uai-itemcard`,role:`article`,children:[_jsxs(`div`,{className:`uai-itemcard-head`,children:[_jsx(`span`,{className:`uai-itemcard-icon`,children:_jsx(`img`,{src:`https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=77ec239e207f3d7865895d11af129b39`,alt:``,noZoom:true,loading:`lazy`,\"data-og-width\":`144`,width:`144`,\"data-og-height\":`144`,height:`144`,\"data-path\":`images/icons/144/qwen.ai.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=280\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=32e94dba961bed1b459b8b7308211294 280w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=560\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=a07b881a2f4e86a1eb1b23d76779b135 560w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=840\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=c5b5ae2a251ebc7421b1dd21fac4744b 840w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=1100\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=020faeebf66d58b784536ac65cc2b589 1100w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=1650\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=73919ac955cff3363bf422adfcb14747 1650w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=2500\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=e2e82462f20a117e3ce8dfa25a638704 2500w`})}),_jsxs(`div`,{className:`uai-itemcard-identity`,children:[_jsxs(`div`,{className:`uai-itemcard-row uai-itemcard-row--title`,children:[_jsx(Heading,{level:`2`,id:`qwen3-7-plus`,children:_jsx(_components.a,{href:`https://www.alibabacloud.com/blog/qwen3-7-plus-multimodal-agent-intelligence_603206`,children:`Qwen3.7 Plus`})}),_jsx(`span`,{className:`uai-itemcard-byline`,children:`Alibaba`})]}),_jsx(`div`,{className:`uai-itemcard-row`,children:_jsx(`span`,{className:`uai-itemcard-note uai-itemcard-note--blue`,children:`Long hosted video input`})})]}),_jsx(`div`,{className:`uai-itemcard-end`,children:_jsx(`a`,{href:`https://www.alibabacloud.com/blog/qwen3-7-plus-multimodal-agent-intelligence_603206`,target:`_blank`,rel:`noreferrer`,\"aria-label\":`Visit Qwen3.7 Plus`,className:`uai-itemcard-cta uai-itemcard-cta--blue mint-no-underline`,children:`Visit Alibaba`})})]}),_jsxs(`div`,{className:`uai-itemcard-body`,children:[_jsx(`div`,{className:`uai-itemcard-summary`,children:_jsx(_components.p,{children:`Alibaba’s hosted flagship for long video, taking clips up to two hours through a single API, though you handle the audio track yourself.`})}),_jsxs(`div`,{className:`uai-itemcard-facts`,\"aria-label\":`Qwen3.7 Plus facts`,children:[_jsxs(`span`,{children:[`Score `,_jsx(`strong`,{children:`75`})]}),_jsxs(`span`,{children:[`Price `,_jsx(`strong`,{children:`$0.66 / video-hour`})]}),_jsxs(`span`,{children:[`License `,_jsx(`span`,{className:`uai-badge uai-badge--zinc`,children:`Proprietary`})]}),_jsxs(`span`,{children:[`Video support `,_jsx(`strong`,{children:`Upload video · Audio separate · 2 hours`})]})]}),_jsxs(`div`,{className:`uai-itemcard-details-group`,children:[_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-qwen3-7-plus-strengths`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-qwen3-7-plus-strengths`,children:[_jsx(`span`,{children:`Strengths`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`It accepts long footage - up to two hours in one request - through a straightforward hosted API, with no weights to manage.`}),_jsx(`li`,{children:`If your work is visual long-video summarization and Q\u0026A and you want a managed endpoint rather than self-hosting, it is a solid, mid-priced option.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-qwen3-7-plus-tradeoffs`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-qwen3-7-plus-tradeoffs`,children:[_jsx(`span`,{children:`Tradeoffs`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`Audio is handled separately, so speech-heavy work needs your own transcription step - Gemini’s models and Doubao Seed 2.0 Pro read the track natively.`}),_jsx(`li`,{children:`Its score is a same-family estimate rather than a direct benchmark result; the price is calculated from Alibaba’s current documented visual budget and rate.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-qwen3-7-plus-how-to-access`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-qwen3-7-plus-how-to-access`,children:[_jsx(`span`,{children:`How to access`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsx(`ul`,{children:_jsxs(`li`,{children:[_jsx(`strong`,{children:`API`}),` — Accessible via `,_jsx(`a`,{href:`https://www.alibabacloud.com/help/en/model-studio/vision-model/`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Alibaba Cloud Model Studio`}),`.`]})})})]})]})]})]}),`\n`,_jsxs(`div`,{className:`uai-itemcard`,role:`article`,children:[_jsxs(`div`,{className:`uai-itemcard-head`,children:[_jsx(`span`,{className:`uai-itemcard-icon`,children:_jsx(`img`,{src:`https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=77ec239e207f3d7865895d11af129b39`,alt:``,noZoom:true,loading:`lazy`,\"data-og-width\":`144`,width:`144`,\"data-og-height\":`144`,height:`144`,\"data-path\":`images/icons/144/qwen.ai.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=280\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=32e94dba961bed1b459b8b7308211294 280w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=560\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=a07b881a2f4e86a1eb1b23d76779b135 560w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=840\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=c5b5ae2a251ebc7421b1dd21fac4744b 840w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=1100\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=020faeebf66d58b784536ac65cc2b589 1100w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=1650\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=73919ac955cff3363bf422adfcb14747 1650w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=2500\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=e2e82462f20a117e3ce8dfa25a638704 2500w`})}),_jsxs(`div`,{className:`uai-itemcard-identity`,children:[_jsxs(`div`,{className:`uai-itemcard-row uai-itemcard-row--title`,children:[_jsx(Heading,{level:`2`,id:`qwen3-5-397b-a17b`,children:_jsx(_components.a,{href:`https://huggingface.co/Qwen/Qwen3.5-397B-A17B`,children:`Qwen3.5 397B A17B`})}),_jsx(`span`,{className:`uai-itemcard-byline`,children:`Alibaba`})]}),_jsx(`div`,{className:`uai-itemcard-row`,children:_jsx(`span`,{className:`uai-itemcard-note uai-itemcard-note--blue`,children:`Open-weight benchmark performance`})})]}),_jsx(`div`,{className:`uai-itemcard-end`,children:_jsx(`a`,{href:`https://huggingface.co/Qwen/Qwen3.5-397B-A17B`,target:`_blank`,rel:`noreferrer`,\"aria-label\":`View Qwen3.5 397B A17B on Hugging Face`,className:`uai-itemcard-cta uai-itemcard-cta--blue mint-no-underline`,children:`View on Hugging Face`})})]}),_jsxs(`div`,{className:`uai-itemcard-body`,children:[_jsx(`div`,{className:`uai-itemcard-summary`,children:_jsx(_components.p,{children:`The highest-scoring open-weight model measured here, but its size makes “open” mostly theoretical unless you rent serious GPU infrastructure.`})}),_jsxs(`div`,{className:`uai-itemcard-facts`,\"aria-label\":`Qwen3.5 397B A17B facts`,children:[_jsxs(`span`,{children:[`Score `,_jsx(`strong`,{children:`74`})]}),_jsxs(`span`,{children:[`Price `,_jsx(`strong`,{children:`$0.01 / video-hour`})]}),_jsxs(`span`,{children:[`License `,_jsx(`span`,{className:`uai-badge uai-badge--emerald`,children:`Open weight`})]}),_jsxs(`span`,{children:[`Video support `,_jsx(`strong`,{children:`Upload video · Audio separate · Unclear`})]})]}),_jsxs(`div`,{className:`uai-itemcard-details-group`,children:[_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-qwen3-5-397b-a17b-strengths`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-qwen3-5-397b-a17b-strengths`,children:[_jsx(`span`,{children:`Strengths`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`It posts the best directly measured benchmark result of any open model here, so if you want frontier-adjacent video understanding with public weights and no vendor lock-in, this is the ceiling.`}),_jsx(`li`,{children:`You can route it through whichever host is cheapest or fits your compliance needs.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-qwen3-5-397b-a17b-tradeoffs`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-qwen3-5-397b-a17b-tradeoffs`,children:[_jsx(`span`,{children:`Tradeoffs`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`It is far too large for a personal machine, so in practice you rent hosted GPUs just like a proprietary API. Qwen3.6 is newer, audio is separate, and its rock-bottom price is a low-confidence estimate.`}),_jsx(`li`,{children:`For practical local Qwen, drop to the 27B.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-qwen3-5-397b-a17b-how-to-access`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-qwen3-5-397b-a17b-how-to-access`,children:[_jsx(`span`,{children:`How to access`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsxs(`li`,{children:[_jsx(`strong`,{children:`API`}),` — Accessible via `,_jsx(`a`,{href:`https://www.alibabacloud.com/help/en/model-studio/vision-model/`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Alibaba Cloud Model Studio`}),`.`]}),_jsxs(`li`,{children:[_jsx(`strong`,{children:`Run locally`}),` — Open weights are available from `,_jsx(`a`,{href:`https://huggingface.co/Qwen/Qwen3.5-397B-A17B`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Hugging Face`}),`, but in practice this needs self-hosting infrastructure, not a local machine.`]})]})})]})]})]})]}),`\n`,_jsxs(`div`,{className:`uai-itemcard`,role:`article`,children:[_jsxs(`div`,{className:`uai-itemcard-head`,children:[_jsx(`span`,{className:`uai-itemcard-icon`,children:_jsx(`img`,{src:`https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=77ec239e207f3d7865895d11af129b39`,alt:``,noZoom:true,loading:`lazy`,\"data-og-width\":`144`,width:`144`,\"data-og-height\":`144`,height:`144`,\"data-path\":`images/icons/144/qwen.ai.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=280\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=32e94dba961bed1b459b8b7308211294 280w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=560\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=a07b881a2f4e86a1eb1b23d76779b135 560w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=840\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=c5b5ae2a251ebc7421b1dd21fac4744b 840w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=1100\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=020faeebf66d58b784536ac65cc2b589 1100w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=1650\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=73919ac955cff3363bf422adfcb14747 1650w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=2500\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=e2e82462f20a117e3ce8dfa25a638704 2500w`})}),_jsxs(`div`,{className:`uai-itemcard-identity`,children:[_jsxs(`div`,{className:`uai-itemcard-row uai-itemcard-row--title`,children:[_jsx(Heading,{level:`2`,id:`qwen3-5-27b`,children:_jsx(_components.a,{href:`https://huggingface.co/Qwen/Qwen3.5-27B`,children:`Qwen3.5 27B`})}),_jsx(`span`,{className:`uai-itemcard-byline`,children:`Alibaba`})]}),_jsx(`div`,{className:`uai-itemcard-row`,children:_jsx(`span`,{className:`uai-itemcard-note uai-itemcard-note--blue`,children:`High-end local video model`})})]}),_jsx(`div`,{className:`uai-itemcard-end`,children:_jsx(`a`,{href:`https://huggingface.co/Qwen/Qwen3.5-27B`,target:`_blank`,rel:`noreferrer`,\"aria-label\":`View Qwen3.5 27B on Hugging Face`,className:`uai-itemcard-cta uai-itemcard-cta--blue mint-no-underline`,children:`View on Hugging Face`})})]}),_jsxs(`div`,{className:`uai-itemcard-body`,children:[_jsx(`div`,{className:`uai-itemcard-summary`,children:_jsx(_components.p,{children:`The Qwen open model you can actually run yourself if you own a high-memory machine, trading a chunk of quality for real local control.`})}),_jsxs(`div`,{className:`uai-itemcard-facts`,\"aria-label\":`Qwen3.5 27B facts`,children:[_jsxs(`span`,{children:[`Score `,_jsx(`strong`,{children:`47`})]}),_jsxs(`span`,{children:[`Price `,_jsx(`strong`,{children:`$0.005 / video-hour`})]}),_jsxs(`span`,{children:[`License `,_jsx(`span`,{className:`uai-badge uai-badge--emerald`,children:`Open weight`})]}),_jsxs(`span`,{children:[`Video support `,_jsx(`strong`,{children:`Upload video · Audio separate · Unclear`})]})]}),_jsxs(`div`,{className:`uai-itemcard-details-group`,children:[_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-qwen3-5-27b-strengths`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-qwen3-5-27b-strengths`,children:[_jsx(`span`,{children:`Strengths`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`It keeps a meaningfully stronger measured result than most small open models while staying runnable on a single high-end machine, so you get private, offline video understanding without renting a cluster.`}),_jsx(`li`,{children:`For a self-hosted open model that is both capable and practical, it hits a rare balance.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-qwen3-5-27b-tradeoffs`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-qwen3-5-27b-tradeoffs`,children:[_jsx(`span`,{children:`Tradeoffs`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`It still needs a high-memory GPU, so it is not laptop-friendly - for that, GLM-4.6V Flash or SmolVLM2 2.2B run on ordinary hardware.`}),_jsx(`li`,{children:`Audio is separate and its quality is well behind the hosted frontier. Qwen3.5 397B scores far higher if you can host it.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-qwen3-5-27b-how-to-access`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-qwen3-5-27b-how-to-access`,children:[_jsx(`span`,{children:`How to access`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsxs(`li`,{children:[_jsx(`strong`,{children:`API`}),` — Accessible via `,_jsx(`a`,{href:`https://www.alibabacloud.com/help/en/model-studio/vision-model/`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Alibaba Cloud Model Studio`}),`.`]}),_jsxs(`li`,{children:[_jsx(`strong`,{children:`Run locally`}),` — If you have a high-end machine, you can run it with `,_jsx(`a`,{href:`https://huggingface.co/docs/transformers/index`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Transformers`}),` after downloading weights from `,_jsx(`a`,{href:`https://huggingface.co/Qwen/Qwen3.5-27B`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Hugging Face`}),`.`]})]})})]})]})]})]}),`\n`,_jsxs(`div`,{className:`uai-itemcard`,role:`article`,children:[_jsxs(`div`,{className:`uai-itemcard-head`,children:[_jsx(`span`,{className:`uai-itemcard-icon`,children:_jsx(`img`,{src:`https://mintcdn.com/usefulai/Ez-pJDkPpztLE7Cr/images/icons/144/google.com.png?fit=max\u0026auto=format\u0026n=Ez-pJDkPpztLE7Cr\u0026q=85\u0026s=11e0c725f841c45443116a184b63beac`,alt:``,noZoom:true,loading:`lazy`,\"data-og-width\":`144`,width:`144`,\"data-og-height\":`144`,height:`144`,\"data-path\":`images/icons/144/google.com.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/usefulai/Ez-pJDkPpztLE7Cr/images/icons/144/google.com.png?w=280\u0026fit=max\u0026auto=format\u0026n=Ez-pJDkPpztLE7Cr\u0026q=85\u0026s=394ab19e17b17900b398f20fb76e785e 280w, https://mintcdn.com/usefulai/Ez-pJDkPpztLE7Cr/images/icons/144/google.com.png?w=560\u0026fit=max\u0026auto=format\u0026n=Ez-pJDkPpztLE7Cr\u0026q=85\u0026s=468e165516e54d5f4206d48e53a62170 560w, https://mintcdn.com/usefulai/Ez-pJDkPpztLE7Cr/images/icons/144/google.com.png?w=840\u0026fit=max\u0026auto=format\u0026n=Ez-pJDkPpztLE7Cr\u0026q=85\u0026s=000df80339a683c15e6f5cb7acab45bd 840w, https://mintcdn.com/usefulai/Ez-pJDkPpztLE7Cr/images/icons/144/google.com.png?w=1100\u0026fit=max\u0026auto=format\u0026n=Ez-pJDkPpztLE7Cr\u0026q=85\u0026s=85e5984f09b272e973b117aea11a1baa 1100w, https://mintcdn.com/usefulai/Ez-pJDkPpztLE7Cr/images/icons/144/google.com.png?w=1650\u0026fit=max\u0026auto=format\u0026n=Ez-pJDkPpztLE7Cr\u0026q=85\u0026s=4cc454acd3bfd390f28bd0cb9c433b26 1650w, https://mintcdn.com/usefulai/Ez-pJDkPpztLE7Cr/images/icons/144/google.com.png?w=2500\u0026fit=max\u0026auto=format\u0026n=Ez-pJDkPpztLE7Cr\u0026q=85\u0026s=992661171eba0e955bee8ff361f0b971 2500w`})}),_jsxs(`div`,{className:`uai-itemcard-identity`,children:[_jsxs(`div`,{className:`uai-itemcard-row uai-itemcard-row--title`,children:[_jsx(Heading,{level:`2`,id:`gemma-4-31b`,children:_jsx(_components.a,{href:`https://huggingface.co/google/gemma-4-31B`,children:`Gemma 4 31B`})}),_jsx(`span`,{className:`uai-itemcard-byline`,children:`Google`})]}),_jsx(`div`,{className:`uai-itemcard-row`,children:_jsx(`span`,{className:`uai-itemcard-note uai-itemcard-note--blue`,children:`Short local video clips`})})]}),_jsx(`div`,{className:`uai-itemcard-end`,children:_jsx(`a`,{href:`https://huggingface.co/google/gemma-4-31B`,target:`_blank`,rel:`noreferrer`,\"aria-label\":`View Gemma 4 31B on Hugging Face`,className:`uai-itemcard-cta uai-itemcard-cta--blue mint-no-underline`,children:`View on Hugging Face`})})]}),_jsxs(`div`,{className:`uai-itemcard-body`,children:[_jsx(`div`,{className:`uai-itemcard-summary`,children:_jsx(_components.p,{children:`An Apache-2.0 open model with genuine built-in video support, but a one-minute ceiling that limits it to short clips.`})}),_jsxs(`div`,{className:`uai-itemcard-facts`,\"aria-label\":`Gemma 4 31B facts`,children:[_jsxs(`span`,{children:[`Score `,_jsx(`strong`,{children:`42`})]}),_jsxs(`span`,{children:[`Price `,_jsx(`strong`,{children:`$0.03 / video-hour`})]}),_jsxs(`span`,{children:[`License `,_jsx(`span`,{className:`uai-badge uai-badge--emerald`,children:`Open weight`})]}),_jsxs(`span`,{children:[`Video support `,_jsx(`strong`,{children:`Upload video · Audio separate · 1 minute`})]})]}),_jsxs(`div`,{className:`uai-itemcard-details-group`,children:[_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-gemma-4-31b-strengths`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-gemma-4-31b-strengths`,children:[_jsx(`span`,{children:`Strengths`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`It has real processor-level video support and a permissive Apache-2.0 license, so you can build short-clip understanding into your own product without usage restrictions.`}),_jsx(`li`,{children:`Running on a high-end machine, it keeps your footage private and off third-party servers.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-gemma-4-31b-tradeoffs`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-gemma-4-31b-tradeoffs`,children:[_jsx(`span`,{children:`Tradeoffs`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`The official maximum is one minute, so it is out for anything longer than a short clip - Qwen3.7 Plus or Pegasus 1.5 handle hours.`}),_jsx(`li`,{children:`Audio is separate, it needs a high-end GPU, and the listed price uses a third-party route rather than a Google endpoint.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-gemma-4-31b-how-to-access`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-gemma-4-31b-how-to-access`,children:[_jsx(`span`,{children:`How to access`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsxs(`li`,{children:[_jsx(`strong`,{children:`API`}),` — Accessible via `,_jsx(`a`,{href:`https://openrouter.ai/google/gemma-4-31b-it/api`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`OpenRouter`}),`.`]}),_jsxs(`li`,{children:[_jsx(`strong`,{children:`Run locally`}),` — If you have a high-end machine, you can run it with `,_jsx(`a`,{href:`https://huggingface.co/docs/transformers/index`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Transformers`}),` after downloading weights from `,_jsx(`a`,{href:`https://huggingface.co/google/gemma-4-31B`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Hugging Face`}),`.`]})]})})]})]})]})]}),`\n`,_jsxs(`div`,{className:`uai-itemcard`,role:`article`,children:[_jsxs(`div`,{className:`uai-itemcard-head`,children:[_jsx(`span`,{className:`uai-itemcard-icon`,children:_jsx(`img`,{src:`https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=77ec239e207f3d7865895d11af129b39`,alt:``,noZoom:true,loading:`lazy`,\"data-og-width\":`144`,width:`144`,\"data-og-height\":`144`,height:`144`,\"data-path\":`images/icons/144/qwen.ai.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=280\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=32e94dba961bed1b459b8b7308211294 280w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=560\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=a07b881a2f4e86a1eb1b23d76779b135 560w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=840\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=c5b5ae2a251ebc7421b1dd21fac4744b 840w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=1100\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=020faeebf66d58b784536ac65cc2b589 1100w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=1650\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=73919ac955cff3363bf422adfcb14747 1650w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=2500\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=e2e82462f20a117e3ce8dfa25a638704 2500w`})}),_jsxs(`div`,{className:`uai-itemcard-identity`,children:[_jsxs(`div`,{className:`uai-itemcard-row uai-itemcard-row--title`,children:[_jsx(Heading,{level:`2`,id:`qwen3-5-omni-plus`,children:_jsx(_components.a,{href:`https://www.alibabacloud.com/help/en/model-studio/qwen-omni`,children:`Qwen3.5 Omni Plus`})}),_jsx(`span`,{className:`uai-itemcard-byline`,children:`Alibaba`})]}),_jsx(`div`,{className:`uai-itemcard-row`,children:_jsx(`span`,{className:`uai-itemcard-note uai-itemcard-note--blue`,children:`Native audiovisual video`})})]}),_jsx(`div`,{className:`uai-itemcard-end`,children:_jsx(`a`,{href:`https://www.alibabacloud.com/help/en/model-studio/qwen-omni`,target:`_blank`,rel:`noreferrer`,\"aria-label\":`Visit Qwen3.5 Omni Plus`,className:`uai-itemcard-cta uai-itemcard-cta--blue mint-no-underline`,children:`Visit Alibaba`})})]}),_jsxs(`div`,{className:`uai-itemcard-body`,children:[_jsx(`div`,{className:`uai-itemcard-summary`,children:_jsx(_components.p,{children:`One of the few Qwen models that reads a video’s embedded audio directly, making it a natural fit for speech-and-visual footage up to an hour.`})}),_jsxs(`div`,{className:`uai-itemcard-facts`,\"aria-label\":`Qwen3.5 Omni Plus facts`,children:[_jsxs(`span`,{children:[`Score `,_jsx(`strong`,{children:`42`})]}),_jsxs(`span`,{children:[`Price `,_jsx(`strong`,{children:`$0.334 / video-hour`})]}),_jsxs(`span`,{children:[`License `,_jsx(`span`,{className:`uai-badge uai-badge--zinc`,children:`Proprietary`})]}),_jsxs(`span`,{children:[`Video support `,_jsx(`strong`,{children:`Upload video · Audio included · 1 hour`})]})]}),_jsxs(`div`,{className:`uai-itemcard-details-group`,children:[_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-qwen3-5-omni-plus-strengths`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-qwen3-5-omni-plus-strengths`,children:[_jsx(`span`,{children:`Strengths`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`Unlike most of the Qwen video lineup, it processes the embedded audio track alongside the visuals, so dialogue, narration, and on-screen action are understood together in one hosted call.`}),_jsx(`li`,{children:`For audiovisual clips up to an hour where speech matters, it is a convenient managed option.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-qwen3-5-omni-plus-tradeoffs`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-qwen3-5-omni-plus-tradeoffs`,children:[_jsx(`span`,{children:`Tradeoffs`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`On measured quality it lands well below the hosted leaders, so for demanding temporal reasoning, Gemini 3.5 Flash or Doubao Seed 2.0 Pro are stronger.`}),_jsx(`li`,{children:`Its one-hour cap trails Qwen3.7 Plus and Pegasus 1.5, and despite the family’s open reputation, this endpoint is proprietary.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-qwen3-5-omni-plus-how-to-access`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-qwen3-5-omni-plus-how-to-access`,children:[_jsx(`span`,{children:`How to access`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsx(`ul`,{children:_jsxs(`li`,{children:[_jsx(`strong`,{children:`API`}),` — Accessible via `,_jsx(`a`,{href:`https://www.alibabacloud.com/help/en/model-studio/qwen-omni`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Alibaba Cloud Model Studio`}),`.`]})})})]})]})]})]}),`\n`,_jsxs(`div`,{className:`uai-itemcard`,role:`article`,children:[_jsxs(`div`,{className:`uai-itemcard-head`,children:[_jsx(`span`,{className:`uai-itemcard-icon`,children:_jsx(`img`,{src:`https://mintcdn.com/usefulai/sV7VJe4pqO2Le0pu/images/icons/144/twelvelabs.io.png?fit=max\u0026auto=format\u0026n=sV7VJe4pqO2Le0pu\u0026q=85\u0026s=12a433a0a43baa29fa56efe38a7d70b3`,alt:``,noZoom:true,loading:`lazy`,\"data-og-width\":`144`,width:`144`,\"data-og-height\":`144`,height:`144`,\"data-path\":`images/icons/144/twelvelabs.io.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/usefulai/sV7VJe4pqO2Le0pu/images/icons/144/twelvelabs.io.png?w=280\u0026fit=max\u0026auto=format\u0026n=sV7VJe4pqO2Le0pu\u0026q=85\u0026s=82210b04f23f837bcdc4a6dcaf65e69f 280w, https://mintcdn.com/usefulai/sV7VJe4pqO2Le0pu/images/icons/144/twelvelabs.io.png?w=560\u0026fit=max\u0026auto=format\u0026n=sV7VJe4pqO2Le0pu\u0026q=85\u0026s=a39f7177514229542580b5a776d06c1d 560w, https://mintcdn.com/usefulai/sV7VJe4pqO2Le0pu/images/icons/144/twelvelabs.io.png?w=840\u0026fit=max\u0026auto=format\u0026n=sV7VJe4pqO2Le0pu\u0026q=85\u0026s=064728cc8ca88b38c9ee2bd44295b702 840w, https://mintcdn.com/usefulai/sV7VJe4pqO2Le0pu/images/icons/144/twelvelabs.io.png?w=1100\u0026fit=max\u0026auto=format\u0026n=sV7VJe4pqO2Le0pu\u0026q=85\u0026s=2dd4b74589da6f2528fe3ad9a0c34a3f 1100w, https://mintcdn.com/usefulai/sV7VJe4pqO2Le0pu/images/icons/144/twelvelabs.io.png?w=1650\u0026fit=max\u0026auto=format\u0026n=sV7VJe4pqO2Le0pu\u0026q=85\u0026s=2b00f80420a181caf956495f733fe9ae 1650w, https://mintcdn.com/usefulai/sV7VJe4pqO2Le0pu/images/icons/144/twelvelabs.io.png?w=2500\u0026fit=max\u0026auto=format\u0026n=sV7VJe4pqO2Le0pu\u0026q=85\u0026s=21b33cd9ed0bbcf85df0e678a1ccc0ce 2500w`})}),_jsxs(`div`,{className:`uai-itemcard-identity`,children:[_jsxs(`div`,{className:`uai-itemcard-row uai-itemcard-row--title`,children:[_jsx(Heading,{level:`2`,id:`pegasus-1-5`,children:_jsx(_components.a,{href:`https://www.twelvelabs.io/pegasus`,children:`Pegasus 1.5`})}),_jsx(`span`,{className:`uai-itemcard-byline`,children:`TwelveLabs`})]}),_jsx(`div`,{className:`uai-itemcard-row`,children:_jsx(`span`,{className:`uai-itemcard-note uai-itemcard-note--blue`,children:`Structured long-video analysis`})})]}),_jsx(`div`,{className:`uai-itemcard-end`,children:_jsx(`a`,{href:`https://www.twelvelabs.io/pegasus`,target:`_blank`,rel:`noreferrer`,\"aria-label\":`Visit Pegasus 1.5`,className:`uai-itemcard-cta uai-itemcard-cta--blue mint-no-underline`,children:`Visit TwelveLabs`})})]}),_jsxs(`div`,{className:`uai-itemcard-body`,children:[_jsx(`div`,{className:`uai-itemcard-summary`,children:_jsx(_components.p,{children:`A purpose-built video model that turns hours of footage into timestamped, structured JSON, aimed at segmentation and retrieval rather than open chat.`})}),_jsxs(`div`,{className:`uai-itemcard-facts`,\"aria-label\":`Pegasus 1.5 facts`,children:[_jsxs(`span`,{children:[`Score `,_jsx(`strong`,{children:`33`})]}),_jsxs(`span`,{children:[`Price `,_jsx(`strong`,{children:`$1.75 / video-hour`})]}),_jsxs(`span`,{children:[`License `,_jsx(`span`,{className:`uai-badge uai-badge--zinc`,children:`Proprietary`})]}),_jsxs(`span`,{children:[`Video support `,_jsx(`strong`,{children:`Upload video · Audio included · 2 hours`})]})]}),_jsxs(`div`,{className:`uai-itemcard-details-group`,children:[_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-pegasus-1-5-strengths`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-pegasus-1-5-strengths`,children:[_jsx(`span`,{children:`Strengths`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`It is built for one job and does it well: ingest a video up to two hours long and return timestamped summaries, chapters, and structured JSON against your own schema, with the audio track included.`}),_jsx(`li`,{children:`For segmentation, moment retrieval, and metadata extraction, a specialist beats a general chat model.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-pegasus-1-5-tradeoffs`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-pegasus-1-5-tradeoffs`,children:[_jsx(`span`,{children:`Tradeoffs`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`On a video-QA benchmark it scores near the bottom, but that is not what it optimizes for - it is a structured-analysis tool, not an open-ended reasoner.`}),_jsx(`li`,{children:`For free-form questions or summaries about a video’s content, Gemini’s models or Doubao Seed 2.0 Pro are far stronger.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-pegasus-1-5-how-to-access`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-pegasus-1-5-how-to-access`,children:[_jsx(`span`,{children:`How to access`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsxs(`li`,{children:[_jsx(`strong`,{children:`App`}),` — Available in `,_jsx(`a`,{href:`https://playground.twelvelabs.io/`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`TwelveLabs Playground`}),`.`]}),_jsxs(`li`,{children:[_jsx(`strong`,{children:`API`}),` — Accessible via `,_jsx(`a`,{href:`https://docs.twelvelabs.io/api-reference/analyze-videos`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`TwelveLabs Analyze API`}),`.`]})]})})]})]})]})]}),`\n`,_jsxs(`div`,{className:`uai-itemcard`,role:`article`,children:[_jsxs(`div`,{className:`uai-itemcard-head`,children:[_jsx(`span`,{className:`uai-itemcard-icon`,children:_jsx(`img`,{src:`https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=77ec239e207f3d7865895d11af129b39`,alt:``,noZoom:true,loading:`lazy`,\"data-og-width\":`144`,width:`144`,\"data-og-height\":`144`,height:`144`,\"data-path\":`images/icons/144/qwen.ai.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=280\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=32e94dba961bed1b459b8b7308211294 280w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=560\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=a07b881a2f4e86a1eb1b23d76779b135 560w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=840\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=c5b5ae2a251ebc7421b1dd21fac4744b 840w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=1100\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=020faeebf66d58b784536ac65cc2b589 1100w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=1650\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=73919ac955cff3363bf422adfcb14747 1650w, https://mintcdn.com/usefulai/Te6KzZ86-OxPuEC2/images/icons/144/qwen.ai.png?w=2500\u0026fit=max\u0026auto=format\u0026n=Te6KzZ86-OxPuEC2\u0026q=85\u0026s=e2e82462f20a117e3ce8dfa25a638704 2500w`})}),_jsxs(`div`,{className:`uai-itemcard-identity`,children:[_jsxs(`div`,{className:`uai-itemcard-row uai-itemcard-row--title`,children:[_jsx(Heading,{level:`2`,id:`qwen3-6-35b-a3b`,children:_jsx(_components.a,{href:`https://huggingface.co/Qwen/Qwen3.6-35B-A3B`,children:`Qwen3.6 35B A3B`})}),_jsx(`span`,{className:`uai-itemcard-byline`,children:`Alibaba`})]}),_jsx(`div`,{className:`uai-itemcard-row`,children:_jsx(`span`,{className:`uai-itemcard-note uai-itemcard-note--blue`,children:`Sparse, efficient local model`})})]}),_jsx(`div`,{className:`uai-itemcard-end`,children:_jsx(`a`,{href:`https://huggingface.co/Qwen/Qwen3.6-35B-A3B`,target:`_blank`,rel:`noreferrer`,\"aria-label\":`View Qwen3.6 35B A3B on Hugging Face`,className:`uai-itemcard-cta uai-itemcard-cta--blue mint-no-underline`,children:`View on Hugging Face`})})]}),_jsxs(`div`,{className:`uai-itemcard-body`,children:[_jsx(`div`,{className:`uai-itemcard-summary`,children:_jsx(_components.p,{children:`A newer sparse open Qwen with only a few billion active parameters, efficient to run on a high-end machine but weaker than the Qwen3.5 leaders.`})}),_jsxs(`div`,{className:`uai-itemcard-facts`,\"aria-label\":`Qwen3.6 35B A3B facts`,children:[_jsxs(`span`,{children:[`Score `,_jsx(`strong`,{children:`24`})]}),_jsxs(`span`,{children:[`Price `,_jsx(`strong`,{children:`$0.015 / video-hour`})]}),_jsxs(`span`,{children:[`License `,_jsx(`span`,{className:`uai-badge uai-badge--emerald`,children:`Open weight`})]}),_jsxs(`span`,{children:[`Video support `,_jsx(`strong`,{children:`Upload video · Audio separate · Unclear`})]})]}),_jsxs(`div`,{className:`uai-itemcard-details-group`,children:[_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-qwen3-6-35b-a3b-strengths`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-qwen3-6-35b-a3b-strengths`,children:[_jsx(`span`,{children:`Strengths`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`Its sparse design activates only a small slice of its parameters per step, so it runs more efficiently than dense models its size and stays viable on a high-end local machine.`}),_jsx(`li`,{children:`If you want a current-generation open Qwen you can self-host with headroom to spare, it fits.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-qwen3-6-35b-a3b-tradeoffs`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-qwen3-6-35b-a3b-tradeoffs`,children:[_jsx(`span`,{children:`Tradeoffs`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`Its measured video quality is much weaker than the older Qwen3.5 27B and 397B, so newer does not mean better here. Audio is separate and duration is undocumented.`}),_jsx(`li`,{children:`If you can run it locally, GLM-4.6V Flash scores higher on lighter hardware.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-qwen3-6-35b-a3b-how-to-access`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-qwen3-6-35b-a3b-how-to-access`,children:[_jsx(`span`,{children:`How to access`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsxs(`li`,{children:[_jsx(`strong`,{children:`API`}),` — Accessible via `,_jsx(`a`,{href:`https://www.alibabacloud.com/help/en/model-studio/vision-model/`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Alibaba Cloud Model Studio`}),`.`]}),_jsxs(`li`,{children:[_jsx(`strong`,{children:`Run locally`}),` — If you have a high-end machine, you can run it with `,_jsx(`a`,{href:`https://huggingface.co/docs/transformers/index`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Transformers`}),` after downloading weights from `,_jsx(`a`,{href:`https://huggingface.co/Qwen/Qwen3.6-35B-A3B`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Hugging Face`}),`.`]})]})})]})]})]})]}),`\n`,_jsxs(`div`,{className:`uai-itemcard`,role:`article`,children:[_jsxs(`div`,{className:`uai-itemcard-head`,children:[_jsx(`span`,{className:`uai-itemcard-icon`,children:_jsx(`img`,{src:`https://mintcdn.com/usefulai/sV7VJe4pqO2Le0pu/images/icons/144/z.ai.png?fit=max\u0026auto=format\u0026n=sV7VJe4pqO2Le0pu\u0026q=85\u0026s=d720f43ee25f6663eb6cb5ad076ac3ad`,alt:``,noZoom:true,loading:`lazy`,\"data-og-width\":`144`,width:`144`,\"data-og-height\":`144`,height:`144`,\"data-path\":`images/icons/144/z.ai.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/usefulai/sV7VJe4pqO2Le0pu/images/icons/144/z.ai.png?w=280\u0026fit=max\u0026auto=format\u0026n=sV7VJe4pqO2Le0pu\u0026q=85\u0026s=49a43a5b6f07873108c92d577b783c5b 280w, https://mintcdn.com/usefulai/sV7VJe4pqO2Le0pu/images/icons/144/z.ai.png?w=560\u0026fit=max\u0026auto=format\u0026n=sV7VJe4pqO2Le0pu\u0026q=85\u0026s=d2f8708f3b1a8d6707d85edd1f9b8109 560w, https://mintcdn.com/usefulai/sV7VJe4pqO2Le0pu/images/icons/144/z.ai.png?w=840\u0026fit=max\u0026auto=format\u0026n=sV7VJe4pqO2Le0pu\u0026q=85\u0026s=a22db1dbced78c629c91c6b9e952b239 840w, https://mintcdn.com/usefulai/sV7VJe4pqO2Le0pu/images/icons/144/z.ai.png?w=1100\u0026fit=max\u0026auto=format\u0026n=sV7VJe4pqO2Le0pu\u0026q=85\u0026s=dcf174ff3752b6737c1ca28d23f1dbce 1100w, https://mintcdn.com/usefulai/sV7VJe4pqO2Le0pu/images/icons/144/z.ai.png?w=1650\u0026fit=max\u0026auto=format\u0026n=sV7VJe4pqO2Le0pu\u0026q=85\u0026s=8a5a8677d7699b642d2a6f2b697ad7d8 1650w, https://mintcdn.com/usefulai/sV7VJe4pqO2Le0pu/images/icons/144/z.ai.png?w=2500\u0026fit=max\u0026auto=format\u0026n=sV7VJe4pqO2Le0pu\u0026q=85\u0026s=deb781a5a03634a33c51ccdc95faec51 2500w`})}),_jsxs(`div`,{className:`uai-itemcard-identity`,children:[_jsxs(`div`,{className:`uai-itemcard-row uai-itemcard-row--title`,children:[_jsx(Heading,{level:`2`,id:`glm-4-6v-flash`,children:_jsx(_components.a,{href:`https://huggingface.co/zai-org/GLM-4.6V-Flash`,children:`GLM-4.6V Flash`})}),_jsx(`span`,{className:`uai-itemcard-byline`,children:`Z.ai`})]}),_jsx(`div`,{className:`uai-itemcard-row`,children:_jsx(`span`,{className:`uai-itemcard-note uai-itemcard-note--blue`,children:`Free hosted and local`})})]}),_jsx(`div`,{className:`uai-itemcard-end`,children:_jsx(`a`,{href:`https://huggingface.co/zai-org/GLM-4.6V-Flash`,target:`_blank`,rel:`noreferrer`,\"aria-label\":`View GLM-4.6V Flash on Hugging Face`,className:`uai-itemcard-cta uai-itemcard-cta--blue mint-no-underline`,children:`View on Hugging Face`})})]}),_jsxs(`div`,{className:`uai-itemcard-body`,children:[_jsx(`div`,{className:`uai-itemcard-summary`,children:_jsx(_components.p,{children:`A compact MIT model you can use two ways for free: a currently no-cost first-party API, or local deployment on ordinary hardware.`})}),_jsxs(`div`,{className:`uai-itemcard-facts`,\"aria-label\":`GLM-4.6V Flash facts`,children:[_jsxs(`span`,{children:[`Score `,_jsx(`strong`,{children:`22`})]}),_jsxs(`span`,{children:[`Price `,_jsx(`strong`,{children:`Free`})]}),_jsxs(`span`,{children:[`License `,_jsx(`span`,{className:`uai-badge uai-badge--emerald`,children:`Open weight`})]}),_jsxs(`span`,{children:[`Video support `,_jsx(`strong`,{children:`Upload video · Audio separate · 1 hour`})]})]}),_jsxs(`div`,{className:`uai-itemcard-details-group`,children:[_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-glm-4-6v-flash-strengths`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-glm-4-6v-flash-strengths`,children:[_jsx(`span`,{children:`Strengths`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`Two things make it stand out: a first-party API that is currently free, and weights small enough to run on a typical machine.`}),_jsx(`li`,{children:`That combination lets you prototype in the cloud at no cost and move fully offline when you need privacy, all under a permissive MIT license.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-glm-4-6v-flash-tradeoffs`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-glm-4-6v-flash-tradeoffs`,children:[_jsx(`span`,{children:`Tradeoffs`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`Its benchmark quality sits well below the leaders, so it is best for lighter summarization and tagging, not demanding temporal reasoning - reach for a hosted frontier model there.`}),_jsx(`li`,{children:`Audio is separate, and “currently free” can change, so do not build a long-term budget around it.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-glm-4-6v-flash-how-to-access`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-glm-4-6v-flash-how-to-access`,children:[_jsx(`span`,{children:`How to access`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsxs(`li`,{children:[_jsx(`strong`,{children:`App`}),` — Available in `,_jsx(`a`,{href:`https://chat.z.ai/`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Z.ai Chat`}),`.`]}),_jsxs(`li`,{children:[_jsx(`strong`,{children:`API`}),` — Accessible via `,_jsx(`a`,{href:`https://docs.z.ai/guides/vlm/glm-4.6v`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Z.ai Open Platform`}),`.`]}),_jsxs(`li`,{children:[_jsx(`strong`,{children:`Run locally`}),` — You can run it locally with `,_jsx(`a`,{href:`https://huggingface.co/docs/transformers/index`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Transformers`}),` after downloading weights from `,_jsx(`a`,{href:`https://huggingface.co/zai-org/GLM-4.6V-Flash`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Hugging Face`}),`.`]})]})})]})]})]})]}),`\n`,_jsxs(`div`,{className:`uai-itemcard`,role:`article`,children:[_jsxs(`div`,{className:`uai-itemcard-head`,children:[_jsx(`span`,{className:`uai-itemcard-icon`,children:_jsx(`img`,{src:`https://mintcdn.com/usefulai/52KaILwddzz5TNZ_/images/icons/144/huggingface.co.png?fit=max\u0026auto=format\u0026n=52KaILwddzz5TNZ_\u0026q=85\u0026s=314ce2b42e0ea45116a38242a484a9e9`,alt:``,noZoom:true,loading:`lazy`,\"data-og-width\":`144`,width:`144`,\"data-og-height\":`144`,height:`144`,\"data-path\":`images/icons/144/huggingface.co.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/usefulai/52KaILwddzz5TNZ_/images/icons/144/huggingface.co.png?w=280\u0026fit=max\u0026auto=format\u0026n=52KaILwddzz5TNZ_\u0026q=85\u0026s=66da4c6ae51f691f45ce56e062f915ea 280w, https://mintcdn.com/usefulai/52KaILwddzz5TNZ_/images/icons/144/huggingface.co.png?w=560\u0026fit=max\u0026auto=format\u0026n=52KaILwddzz5TNZ_\u0026q=85\u0026s=1acf7f716badb0261b3e2cd0ec4789ef 560w, https://mintcdn.com/usefulai/52KaILwddzz5TNZ_/images/icons/144/huggingface.co.png?w=840\u0026fit=max\u0026auto=format\u0026n=52KaILwddzz5TNZ_\u0026q=85\u0026s=e7f17f535f7d332cc41560896adf0b6b 840w, https://mintcdn.com/usefulai/52KaILwddzz5TNZ_/images/icons/144/huggingface.co.png?w=1100\u0026fit=max\u0026auto=format\u0026n=52KaILwddzz5TNZ_\u0026q=85\u0026s=b2d529dd45f5ef3e04691c8093c104ec 1100w, https://mintcdn.com/usefulai/52KaILwddzz5TNZ_/images/icons/144/huggingface.co.png?w=1650\u0026fit=max\u0026auto=format\u0026n=52KaILwddzz5TNZ_\u0026q=85\u0026s=0416a790929e001d6981371def75e1b4 1650w, https://mintcdn.com/usefulai/52KaILwddzz5TNZ_/images/icons/144/huggingface.co.png?w=2500\u0026fit=max\u0026auto=format\u0026n=52KaILwddzz5TNZ_\u0026q=85\u0026s=172def3a47099e54384bcfd53f1771e0 2500w`})}),_jsxs(`div`,{className:`uai-itemcard-identity`,children:[_jsxs(`div`,{className:`uai-itemcard-row uai-itemcard-row--title`,children:[_jsx(Heading,{level:`2`,id:`smolvlm2-2-2b`,children:_jsx(_components.a,{href:`https://huggingface.co/HuggingFaceTB/SmolVLM2-2.2B-Instruct`,children:`SmolVLM2 2.2B`})}),_jsx(`span`,{className:`uai-itemcard-byline`,children:`Hugging Face`})]}),_jsx(`div`,{className:`uai-itemcard-row`,children:_jsx(`span`,{className:`uai-itemcard-note uai-itemcard-note--blue`,children:`Laptop-friendly local video`})})]}),_jsx(`div`,{className:`uai-itemcard-end`,children:_jsx(`a`,{href:`https://huggingface.co/HuggingFaceTB/SmolVLM2-2.2B-Instruct`,target:`_blank`,rel:`noreferrer`,\"aria-label\":`View SmolVLM2 2.2B on Hugging Face`,className:`uai-itemcard-cta uai-itemcard-cta--blue mint-no-underline`,children:`View on Hugging Face`})})]}),_jsxs(`div`,{className:`uai-itemcard-body`,children:[_jsx(`div`,{className:`uai-itemcard-summary`,children:_jsx(_components.p,{children:`The most genuinely laptop-friendly model here, small enough to run video understanding on ordinary hardware - even a free Colab - at the cost of real capability.`})}),_jsxs(`div`,{className:`uai-itemcard-facts`,\"aria-label\":`SmolVLM2 2.2B facts`,children:[_jsxs(`span`,{children:[`Score `,_jsx(`strong`,{children:`9`})]}),_jsxs(`span`,{children:[`Price `,_jsx(`strong`,{children:`$0.01 / video-hour`})]}),_jsxs(`span`,{children:[`License `,_jsx(`span`,{className:`uai-badge uai-badge--emerald`,children:`Open weight`})]}),_jsxs(`span`,{children:[`Video support `,_jsx(`strong`,{children:`Upload video · Audio separate · Unclear`})]})]}),_jsxs(`div`,{className:`uai-itemcard-details-group`,children:[_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-smolvlm2-2-2b-strengths`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-smolvlm2-2-2b-strengths`,children:[_jsx(`span`,{children:`Strengths`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`It runs on modest hardware - a few gigabytes of GPU memory, or even a free Colab notebook - with practical Transformers and MLX paths, including Apple Silicon.`}),_jsx(`li`,{children:`Under a permissive Apache-2.0 license, it is one of the easiest ways to get offline video understanding onto a normal laptop.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-smolvlm2-2-2b-tradeoffs`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-smolvlm2-2-2b-tradeoffs`,children:[_jsx(`span`,{children:`Tradeoffs`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsxs(`ul`,{children:[_jsx(`li`,{children:`It has the lowest score here by a wide margin, so expect only basic captioning and short-clip Q\u0026A, not serious reasoning or long video.`}),_jsx(`li`,{children:`It samples just a handful of frames and audio is separate. Almost anything hosted is dramatically more capable.`})]})})]}),_jsxs(`div`,{className:`uai-itemcard-details`,children:[_jsx(`input`,{type:`checkbox`,id:`video-understanding-smolvlm2-2-2b-how-to-access`,className:`uai-itemcard-details-toggle`}),_jsxs(`label`,{htmlFor:`video-understanding-smolvlm2-2-2b-how-to-access`,children:[_jsx(`span`,{children:`How to access`}),_jsx(`span`,{className:`uai-itemcard-details-chevron`})]}),_jsx(`div`,{className:`uai-itemcard-details-body`,children:_jsx(`ul`,{children:_jsxs(`li`,{children:[_jsx(`strong`,{children:`Run locally`}),` — You can run it locally with `,_jsx(`a`,{href:`https://huggingface.co/docs/transformers/index`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Transformers`}),` or `,_jsx(`a`,{href:`https://github.com/ml-explore/mlx`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`MLX`}),` after downloading weights from `,_jsx(`a`,{href:`https://huggingface.co/HuggingFaceTB/SmolVLM2-2.2B-Instruct`,target:`_blank`,rel:`noreferrer`,className:`mint-underline mint-underline-offset-2`,children:`Hugging Face`}),`.`]})})})]})]})]})]}),`\n`,_jsx(_components.hr,{}),`\n`,_jsx(Heading,{level:`2`,id:`how-to-choose`,children:`How to Choose`}),`\n`,_jsx(_components.p,{children:`When choosing between these models, consider:`}),`\n`,_jsxs(_components.ul,{children:[`\n`,_jsxs(_components.li,{children:[_jsx(_components.strong,{children:`Access:`}),` First decide whether you want an app, an API, or a model you run yourself, because that choice drives cost, privacy, latency, and setup work. Proprietary models are hosted only. Open weights split hard: GLM-4.6V Flash and SmolVLM2 2.2B run on a typical machine, Qwen3.5 27B and Gemma 4 31B need a high-end one, and Kimi K2.5, MiMo V2.5, and Qwen3.5 397B are “open” but really need server infrastructure.`]}),`\n`,_jsxs(_components.li,{children:[_jsx(_components.strong,{children:`Quality:`}),` We use a normalized Video-MME-v2 score, averaging its with-subtitle/audio and without-subtitle/audio conditions. The benchmark runs 3,200 grouped questions across 800 videos and rewards consistent answers over a whole clip, not lucky single hits. A few scores are directional: Gemini 3.1 Pro and 3.5 Flash inherit a predecessor Gemini result, and MiMo V2.5, Qwen3.7 Plus, Pegasus 1.5, and SmolVLM2 2.2B use estimates from related benchmark or family evidence rather than a run of that exact model, so treat narrow gaps as ties. Frame count and audio or subtitle input also move scores, so a leaderboard number is a guide, not a guarantee.`]}),`\n`,_jsxs(_components.li,{children:[_jsx(_components.strong,{children:`Price:`}),` We compare USD per hour of source video, the cleanest way to line up hosted models. It measures one hour of footage, not equal visual detail - a model can look cheap because it samples fewer frames and inspects less. Several prices here are same-provider or third-party estimates rather than firm quotes, so confirm live rates before you budget.`]}),`\n`,_jsxs(_components.li,{children:[_jsx(_components.strong,{children:`Video support:`}),` All 14 picks accept a video file directly through their listed route. The frame-based models we mention below need you to extract and order frames yourself first, a real extra step. Audio-included models read the embedded track in one call; audio-separate models need your own transcription pipeline; and duration limits range from one minute (Gemma 4 31B) to three hours (Gemini).`]}),`\n`]}),`\n`,_jsx(_components.hr,{}),`\n`,_jsx(Heading,{level:`2`,id:`other-models-we-considered`,children:`Other Models We Considered`}),`\n`,_jsxs(`div`,{className:`not-prose mint-my-4 mint-flex mint-flex-col mint-gap-1.5 uai-article-prose mint-text-zinc-700 dark:mint-text-zinc-300`,children:[_jsxs(`span`,{className:`mint-flex mint-items-baseline mint-gap-2.5`,children:[_jsx(`span`,{\"aria-hidden\":`true`,className:`mint-relative mint--top-0.5 mint-inline-block mint-h-1.5 mint-w-1.5 mint-shrink-0 mint-rounded-full mint-bg-zinc-300 dark:mint-bg-zinc-600`}),_jsxs(`span`,{children:[_jsx(`img`,{src:`https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/qwen.ai.png?fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=dd7a3821c277e432380635e28c70dc83`,alt:``,noZoom:true,className:`mint-relative mint--top-px mint-mr-1 mint-inline mint-h-4 mint-w-4 mint-rounded-sm mint-object-contain`,\"data-og-width\":`48`,width:`48`,\"data-og-height\":`48`,height:`48`,\"data-path\":`images/icons/48/qwen.ai.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/qwen.ai.png?w=280\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=da6c8f1a58ef724d0f1259f1841bb5c8 280w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/qwen.ai.png?w=560\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=acde082258fa92056aafc82227134022 560w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/qwen.ai.png?w=840\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=a71ef3f5bc5de22727251fc63105b859 840w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/qwen.ai.png?w=1100\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=76b793f299c225a167a8be459faf932a 1100w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/qwen.ai.png?w=1650\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=5d44744b3d3480b463e27f4dcfad92de 1650w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/qwen.ai.png?w=2500\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=07af80f1019df9d997146a4c60183516 2500w`}),_jsx(`a`,{href:`https://huggingface.co/Qwen/Qwen3-VL-235B-A22B-Instruct`,target:`_blank`,rel:`noreferrer`,className:`mint-font-medium mint-text-zinc-950 mint-underline mint-underline-offset-2 dark:mint-text-white`,children:`Qwen3-VL 235B A22B`}),` `,_jsx(`span`,{className:`uai-ink-muted`,children:`(Alibaba)`}),` — A recognizable dedicated video model, now superseded and too large to self-host.`]})]}),_jsxs(`span`,{className:`mint-flex mint-items-baseline mint-gap-2.5`,children:[_jsx(`span`,{\"aria-hidden\":`true`,className:`mint-relative mint--top-0.5 mint-inline-block mint-h-1.5 mint-w-1.5 mint-shrink-0 mint-rounded-full mint-bg-zinc-300 dark:mint-bg-zinc-600`}),_jsxs(`span`,{children:[_jsx(`img`,{src:`https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/huggingface.co.png?fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=760541dee73285f3eb28c4ced26d9a3c`,alt:``,noZoom:true,className:`mint-relative mint--top-px mint-mr-1 mint-inline mint-h-4 mint-w-4 mint-rounded-sm mint-object-contain`,\"data-og-width\":`48`,width:`48`,\"data-og-height\":`48`,height:`48`,\"data-path\":`images/icons/48/huggingface.co.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/huggingface.co.png?w=280\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=c1580f47b067019a9ffba36175e41f89 280w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/huggingface.co.png?w=560\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=0228dcfabd086ee9a5eee9ff67d22099 560w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/huggingface.co.png?w=840\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=ee7c2beab09f7aa906270949f8ff818e 840w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/huggingface.co.png?w=1100\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=f2397bdb8cb00b35e1e2c224c1383be0 1100w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/huggingface.co.png?w=1650\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=e429efec9cd2d643772374643c54d424 1650w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/huggingface.co.png?w=2500\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=e57a3ed53351055c0c0171b68c8d0a93 2500w`}),_jsx(`a`,{href:`https://huggingface.co/OpenGVLab/InternVL3_5-241B-A28B-Instruct`,target:`_blank`,rel:`noreferrer`,className:`mint-font-medium mint-text-zinc-950 mint-underline mint-underline-offset-2 dark:mint-text-white`,children:`InternVL3.5 241B A28B`}),` `,_jsx(`span`,{className:`uai-ink-muted`,children:`(OpenGVLab)`}),` — A strong open alternative, but you extract frames and self-host heavy weights.`]})]}),_jsxs(`span`,{className:`mint-flex mint-items-baseline mint-gap-2.5`,children:[_jsx(`span`,{\"aria-hidden\":`true`,className:`mint-relative mint--top-0.5 mint-inline-block mint-h-1.5 mint-w-1.5 mint-shrink-0 mint-rounded-full mint-bg-zinc-300 dark:mint-bg-zinc-600`}),_jsxs(`span`,{children:[_jsx(`img`,{src:`https://mintcdn.com/usefulai/nqtrSJ8E-k7bZERT/images/icons/48/kimi.com.png?fit=max\u0026auto=format\u0026n=nqtrSJ8E-k7bZERT\u0026q=85\u0026s=4cf749c562d307358dda914c0bf9c662`,alt:``,noZoom:true,className:`mint-relative mint--top-px mint-mr-1 mint-inline mint-h-4 mint-w-4 mint-rounded-sm mint-object-contain`,\"data-og-width\":`48`,width:`48`,\"data-og-height\":`48`,height:`48`,\"data-path\":`images/icons/48/kimi.com.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/usefulai/nqtrSJ8E-k7bZERT/images/icons/48/kimi.com.png?w=280\u0026fit=max\u0026auto=format\u0026n=nqtrSJ8E-k7bZERT\u0026q=85\u0026s=f930986356a981ad84e300fcc7202420 280w, https://mintcdn.com/usefulai/nqtrSJ8E-k7bZERT/images/icons/48/kimi.com.png?w=560\u0026fit=max\u0026auto=format\u0026n=nqtrSJ8E-k7bZERT\u0026q=85\u0026s=52d88076f4310caafd6ac543b16e77d7 560w, https://mintcdn.com/usefulai/nqtrSJ8E-k7bZERT/images/icons/48/kimi.com.png?w=840\u0026fit=max\u0026auto=format\u0026n=nqtrSJ8E-k7bZERT\u0026q=85\u0026s=a2ed6aa20871fc6e2baf643a46a6946b 840w, https://mintcdn.com/usefulai/nqtrSJ8E-k7bZERT/images/icons/48/kimi.com.png?w=1100\u0026fit=max\u0026auto=format\u0026n=nqtrSJ8E-k7bZERT\u0026q=85\u0026s=bd3e0fd5de13ae4629cd042c45f8abc0 1100w, https://mintcdn.com/usefulai/nqtrSJ8E-k7bZERT/images/icons/48/kimi.com.png?w=1650\u0026fit=max\u0026auto=format\u0026n=nqtrSJ8E-k7bZERT\u0026q=85\u0026s=7d0f3954e1ae7bfd4ac9acc497bb90ca 1650w, https://mintcdn.com/usefulai/nqtrSJ8E-k7bZERT/images/icons/48/kimi.com.png?w=2500\u0026fit=max\u0026auto=format\u0026n=nqtrSJ8E-k7bZERT\u0026q=85\u0026s=c523566a10fe17901ce29cd53e89c308 2500w`}),_jsx(`a`,{href:`https://huggingface.co/moonshotai/Kimi-VL-A3B-Instruct`,target:`_blank`,rel:`noreferrer`,className:`mint-font-medium mint-text-zinc-950 mint-underline mint-underline-offset-2 dark:mint-text-white`,children:`Kimi-VL 16B A3B`}),` `,_jsx(`span`,{className:`uai-ink-muted`,children:`(Moonshot AI)`}),` — A smaller open Kimi video model, but its workflow runs on extracted frames.`]})]}),_jsxs(`span`,{className:`mint-flex mint-items-baseline mint-gap-2.5`,children:[_jsx(`span`,{\"aria-hidden\":`true`,className:`mint-relative mint--top-0.5 mint-inline-block mint-h-1.5 mint-w-1.5 mint-shrink-0 mint-rounded-full mint-bg-zinc-300 dark:mint-bg-zinc-600`}),_jsxs(`span`,{children:[_jsx(`img`,{src:`https://mintcdn.com/usefulai/nqtrSJ8E-k7bZERT/images/icons/48/mimo.xiaomi.com.png?fit=max\u0026auto=format\u0026n=nqtrSJ8E-k7bZERT\u0026q=85\u0026s=fcaf63f55826430d2fbcc4da9d3960e1`,alt:``,noZoom:true,className:`mint-relative mint--top-px mint-mr-1 mint-inline mint-h-4 mint-w-4 mint-rounded-sm mint-object-contain`,\"data-og-width\":`48`,width:`48`,\"data-og-height\":`48`,height:`48`,\"data-path\":`images/icons/48/mimo.xiaomi.com.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/usefulai/nqtrSJ8E-k7bZERT/images/icons/48/mimo.xiaomi.com.png?w=280\u0026fit=max\u0026auto=format\u0026n=nqtrSJ8E-k7bZERT\u0026q=85\u0026s=ce414f593733161d26031f287588921e 280w, https://mintcdn.com/usefulai/nqtrSJ8E-k7bZERT/images/icons/48/mimo.xiaomi.com.png?w=560\u0026fit=max\u0026auto=format\u0026n=nqtrSJ8E-k7bZERT\u0026q=85\u0026s=745c1a1007e6588ce72ce0a1a0cc138c 560w, https://mintcdn.com/usefulai/nqtrSJ8E-k7bZERT/images/icons/48/mimo.xiaomi.com.png?w=840\u0026fit=max\u0026auto=format\u0026n=nqtrSJ8E-k7bZERT\u0026q=85\u0026s=eabf8f3191be3d30875e803113cbb8fa 840w, https://mintcdn.com/usefulai/nqtrSJ8E-k7bZERT/images/icons/48/mimo.xiaomi.com.png?w=1100\u0026fit=max\u0026auto=format\u0026n=nqtrSJ8E-k7bZERT\u0026q=85\u0026s=9182b89494a701389df068c821afdb17 1100w, https://mintcdn.com/usefulai/nqtrSJ8E-k7bZERT/images/icons/48/mimo.xiaomi.com.png?w=1650\u0026fit=max\u0026auto=format\u0026n=nqtrSJ8E-k7bZERT\u0026q=85\u0026s=b8486b87b5f7b64cd08bc0f1b8af389f 1650w, https://mintcdn.com/usefulai/nqtrSJ8E-k7bZERT/images/icons/48/mimo.xiaomi.com.png?w=2500\u0026fit=max\u0026auto=format\u0026n=nqtrSJ8E-k7bZERT\u0026q=85\u0026s=8c30a4333d41b9f57a3ddefe737d2c34 2500w`}),_jsx(`a`,{href:`https://huggingface.co/XiaomiMiMo/MiMo-VL-7B-RL-2508`,target:`_blank`,rel:`noreferrer`,className:`mint-font-medium mint-text-zinc-950 mint-underline mint-underline-offset-2 dark:mint-text-white`,children:`MiMo-VL 7B`}),` `,_jsx(`span`,{className:`uai-ink-muted`,children:`(Xiaomi)`}),` — A handy small local baseline, but frame-based and behind MiMo V2.5.`]})]}),_jsxs(`span`,{className:`mint-flex mint-items-baseline mint-gap-2.5`,children:[_jsx(`span`,{\"aria-hidden\":`true`,className:`mint-relative mint--top-0.5 mint-inline-block mint-h-1.5 mint-w-1.5 mint-shrink-0 mint-rounded-full mint-bg-zinc-300 dark:mint-bg-zinc-600`}),_jsxs(`span`,{children:[_jsx(`img`,{src:`https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/qwen.ai.png?fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=dd7a3821c277e432380635e28c70dc83`,alt:``,noZoom:true,className:`mint-relative mint--top-px mint-mr-1 mint-inline mint-h-4 mint-w-4 mint-rounded-sm mint-object-contain`,\"data-og-width\":`48`,width:`48`,\"data-og-height\":`48`,height:`48`,\"data-path\":`images/icons/48/qwen.ai.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/qwen.ai.png?w=280\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=da6c8f1a58ef724d0f1259f1841bb5c8 280w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/qwen.ai.png?w=560\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=acde082258fa92056aafc82227134022 560w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/qwen.ai.png?w=840\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=a71ef3f5bc5de22727251fc63105b859 840w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/qwen.ai.png?w=1100\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=76b793f299c225a167a8be459faf932a 1100w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/qwen.ai.png?w=1650\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=5d44744b3d3480b463e27f4dcfad92de 1650w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/qwen.ai.png?w=2500\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=07af80f1019df9d997146a4c60183516 2500w`}),_jsx(`a`,{href:`https://huggingface.co/Qwen/Qwen2.5-VL-72B-Instruct`,target:`_blank`,rel:`noreferrer`,className:`mint-font-medium mint-text-zinc-950 mint-underline mint-underline-offset-2 dark:mint-text-white`,children:`Qwen2.5-VL 72B`}),` `,_jsx(`span`,{className:`uai-ink-muted`,children:`(Alibaba)`}),` — A familiar Qwen video baseline, now behind newer Qwen generations.`]})]}),_jsxs(`span`,{className:`mint-flex mint-items-baseline mint-gap-2.5`,children:[_jsx(`span`,{\"aria-hidden\":`true`,className:`mint-relative mint--top-0.5 mint-inline-block mint-h-1.5 mint-w-1.5 mint-shrink-0 mint-rounded-full mint-bg-zinc-300 dark:mint-bg-zinc-600`}),_jsxs(`span`,{children:[_jsx(`img`,{src:`https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/huggingface.co.png?fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=760541dee73285f3eb28c4ced26d9a3c`,alt:``,noZoom:true,className:`mint-relative mint--top-px mint-mr-1 mint-inline mint-h-4 mint-w-4 mint-rounded-sm mint-object-contain`,\"data-og-width\":`48`,width:`48`,\"data-og-height\":`48`,height:`48`,\"data-path\":`images/icons/48/huggingface.co.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/huggingface.co.png?w=280\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=c1580f47b067019a9ffba36175e41f89 280w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/huggingface.co.png?w=560\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=0228dcfabd086ee9a5eee9ff67d22099 560w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/huggingface.co.png?w=840\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=ee7c2beab09f7aa906270949f8ff818e 840w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/huggingface.co.png?w=1100\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=f2397bdb8cb00b35e1e2c224c1383be0 1100w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/huggingface.co.png?w=1650\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=e429efec9cd2d643772374643c54d424 1650w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/huggingface.co.png?w=2500\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=e57a3ed53351055c0c0171b68c8d0a93 2500w`}),_jsx(`a`,{href:`https://huggingface.co/DAMO-NLP-SG/VideoLLaMA3-7B`,target:`_blank`,rel:`noreferrer`,className:`mint-font-medium mint-text-zinc-950 mint-underline mint-underline-offset-2 dark:mint-text-white`,children:`VideoLLaMA 3 7B`}),` `,_jsx(`span`,{className:`uai-ink-muted`,children:`(Alibaba DAMO Academy)`}),` — A small local model with direct video, but weak on quality.`]})]}),_jsxs(`span`,{className:`mint-flex mint-items-baseline mint-gap-2.5`,children:[_jsx(`span`,{\"aria-hidden\":`true`,className:`mint-relative mint--top-0.5 mint-inline-block mint-h-1.5 mint-w-1.5 mint-shrink-0 mint-rounded-full mint-bg-zinc-300 dark:mint-bg-zinc-600`}),_jsxs(`span`,{children:[_jsx(`img`,{src:`https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/huggingface.co.png?fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=760541dee73285f3eb28c4ced26d9a3c`,alt:``,noZoom:true,className:`mint-relative mint--top-px mint-mr-1 mint-inline mint-h-4 mint-w-4 mint-rounded-sm mint-object-contain`,\"data-og-width\":`48`,width:`48`,\"data-og-height\":`48`,height:`48`,\"data-path\":`images/icons/48/huggingface.co.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/huggingface.co.png?w=280\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=c1580f47b067019a9ffba36175e41f89 280w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/huggingface.co.png?w=560\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=0228dcfabd086ee9a5eee9ff67d22099 560w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/huggingface.co.png?w=840\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=ee7c2beab09f7aa906270949f8ff818e 840w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/huggingface.co.png?w=1100\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=f2397bdb8cb00b35e1e2c224c1383be0 1100w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/huggingface.co.png?w=1650\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=e429efec9cd2d643772374643c54d424 1650w, https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/huggingface.co.png?w=2500\u0026fit=max\u0026auto=format\u0026n=C5xOaAf4Os-Vu41o\u0026q=85\u0026s=e57a3ed53351055c0c0171b68c8d0a93 2500w`}),_jsx(`a`,{href:`https://huggingface.co/lmms-lab/LLaVA-Video-72B-Qwen2`,target:`_blank`,rel:`noreferrer`,className:`mint-font-medium mint-text-zinc-950 mint-underline mint-underline-offset-2 dark:mint-text-white`,children:`LLaVA-Video 72B Qwen2`}),` `,_jsx(`span`,{className:`uai-ink-muted`,children:`(LMMS-Lab)`}),` — An influential older video model, now large, frame-based, and outclassed.`]})]})]}),`\n`,_jsx(_components.hr,{}),`\n`,_jsx(Heading,{level:`2`,id:`frequently-asked-questions`,children:`Frequently Asked Questions`}),`\n`,_jsxs(AccordionGroup,{children:[_jsx(Accordion,{title:`What is the best video understanding model right now?`,children:_jsx(_components.p,{children:`Gemini 3.1 Pro. It reads long footage and its audio together and handles up to three hours in one request. Its score uses the earlier Gemini 3 Pro benchmark result, while Doubao Seed 2.0 Pro is the strongest directly measured current model and costs far less.`})}),_jsx(Accordion,{title:`What is the best video understanding model for most people?`,children:_jsx(_components.p,{children:`Gemini 3.5 Flash. You get the same direct video-and-audio workflow as 3.1 Pro, faster and much cheaper, with only a small quality drop. Test it against Doubao Seed 2.0 Pro on your own footage, since that pairing covers most hosted use at a sensible price.`})}),_jsx(Accordion,{title:`What is the best open-weight video model?`,children:_jsx(_components.p,{children:`Qwen3.5 397B A17B has the highest measured open score, but it is server-only. Kimi K2.5 is the easiest to actually use, with a first-party app and API on top of its weights. If you need the embedded audio track read in one model, MiMo V2.5 is the standout open pick.`})}),_jsx(Accordion,{title:`What is the best video understanding model you can run locally?`,children:_jsx(_components.p,{children:`On a typical machine, GLM-4.6V Flash and SmolVLM2 2.2B are the realistic options - GLM for more capability, SmolVLM2 for the lightest laptop footprint. With a high-end GPU, Qwen3.5 27B is meaningfully stronger, while Gemma 4 31B and Qwen3.6 35B A3B suit short clips and efficient self-hosting respectively.`})}),_jsx(Accordion,{title:`Which of these models understand audio, not just the picture?`,children:_jsx(_components.p,{children:`Gemini 3.1 Pro, Gemini 3.5 Flash, Doubao Seed 2.0 Pro, MiMo V2.5, Qwen3.5 Omni Plus, and Pegasus 1.5 read the embedded audio track directly. The other Qwen checkpoints, Gemma 4 31B, GLM-4.6V Flash, and SmolVLM2 2.2B handle only visuals, so you supply speech through a separate transcription step.`})}),_jsx(Accordion,{title:`Is a video-analysis platform the same thing as a video understanding model?`,children:_jsx(_components.p,{children:`No. Products like video indexers and search platforms often wrap a model in retrieval, OCR, and transcription. This list ranks the models themselves. Pegasus 1.5 is a genuine model, not a platform, but reach for a retrieval pipeline when useful moments are sparse across many hours of footage.`})}),_jsx(Accordion,{title:`Do these benchmark scores match real-world use?`,children:_jsx(_components.p,{children:`Roughly. They predict which models reason across time and handle long clips, but results shift with frame count, audio input, prompting, and each provider’s own preprocessing. Some scores here are estimates or predecessor proxies. Treat close rankings as ties and run a short test on your own videos before committing.`})}),_jsx(Accordion,{title:`What matters most when choosing a model for video understanding?`,children:_jsx(_components.p,{children:`Three things: how you want to access it (app, API, or self-hosted), how long your videos are and whether audio matters, and your tolerance for cost versus quality. Match the model to your longest, messiest real footage, because that is where the differences show up.`})})]})]})}function MDXContent(props={}){const{wrapper:MDXLayout}={..._provideComponents(),...props.components};return MDXLayout?_jsx(MDXLayout,{...props,children:_jsx(_createMdxContent,{...props})}):_createMdxContent(props)}return{default:MDXContent};function _missingMdxReference(id,component){throw new Error(`Expected `+(component?`component`:`object`)+\" `\"+id+\"` to be defined: you likely forgot to import, pass, or provide it.\")}","frontmatter":{},"scope":{"config":{},"pageMetadata":{"title":"Best Video Understanding Models in 2026","description":"Compare the best video understanding models in 2026 for long-video analysis, audio-aware reasoning, and search, from local use to production APIs.","sidebarTitle":"Video Understanding","og:title":"14 Best Video Understanding Models in 2026 | UsefulAI","og:description":"Compare the best video understanding models in 2026 for long-video analysis, audio-aware reasoning, and search, from local use to production APIs.","mode":"wide","hideFooterPagination":true,"href":"/models/video-understanding"}}},"mdxSourceWithNoJs":null,"noJsSplices":[[15804,15894,"(`span`,{children:`Price `}),_jsxs(`span"],[21784,21874,"(`span`,{children:`Price `}),_jsxs(`span"],[27309,27399,"(`span`,{children:`Price `}),_jsxs(`span"],[33148,33238,"(`span`,{children:`Price `}),_jsxs(`span"],[39357,39448,"(`span`,{children:`Price `}),_jsxs(`span"],[45192,45282,"(`span`,{children:`Price `}),_jsxs(`span"],[50690,50780,"(`span`,{children:`Price `}),_jsxs(`span"],[56473,56564,"(`span`,{children:`Price `}),_jsxs(`span"],[62400,62490,"(`span`,{children:`Price `}),_jsxs(`span"],[68302,68393,"(`span`,{children:`Price `}),_jsxs(`span"],[73793,73883,"(`span`,{children:`Price `}),_jsxs(`span"],[79504,79595,"(`span`,{children:`Price `}),_jsxs(`span"],[85401,85477,"(`span`,{children:`Price `}),_jsxs(`span"],[91628,91718,"(`span`,{children:`Price `}),_jsxs(`span"]]},"mdxExtracts":{"tableOfContents":[{"title":"Best Video Understanding Models","slug":"best-video-understanding-models","depth":2,"children":[]},{"title":"Gemini 3.1 Pro","slug":"gemini-3-1-pro","depth":2,"children":[]},{"title":"Doubao Seed 2.0 Pro","slug":"doubao-seed-2-0-pro","depth":2,"children":[]},{"title":"Gemini 3.5 Flash","slug":"gemini-3-5-flash","depth":2,"children":[]},{"title":"Kimi K2.5","slug":"kimi-k2-5","depth":2,"children":[]},{"title":"MiMo V2.5","slug":"mimo-v2-5","depth":2,"children":[]},{"title":"Qwen3.7 Plus","slug":"qwen3-7-plus","depth":2,"children":[]},{"title":"Qwen3.5 397B A17B","slug":"qwen3-5-397b-a17b","depth":2,"children":[]},{"title":"Qwen3.5 27B","slug":"qwen3-5-27b","depth":2,"children":[]},{"title":"Gemma 4 31B","slug":"gemma-4-31b","depth":2,"children":[]},{"title":"Qwen3.5 Omni Plus","slug":"qwen3-5-omni-plus","depth":2,"children":[]},{"title":"Pegasus 1.5","slug":"pegasus-1-5","depth":2,"children":[]},{"title":"Qwen3.6 35B A3B","slug":"qwen3-6-35b-a3b","depth":2,"children":[]},{"title":"GLM-4.6V Flash","slug":"glm-4-6v-flash","depth":2,"children":[]},{"title":"SmolVLM2 2.2B","slug":"smolvlm2-2-2b","depth":2,"children":[]},{"title":"How to Choose","slug":"how-to-choose","depth":2,"children":[]},{"title":"Other Models We Considered","slug":"other-models-we-considered","depth":2,"children":[]},{"title":"Frequently Asked Questions","slug":"frequently-asked-questions","depth":2,"children":[]}],"codeExamples":{}},"jsLinks":["/_mintlify/custom/usefulai/2473aa3c35d61af9/overview-table.js"],"dynamicCss":".mint-relative {\n position: relative\n}\n.mint--top-0\\.5 {\n top: -0.125rem\n}\n.mint--top-px {\n top: -1px\n}\n.mint-my-4 {\n margin-top: 1rem;\n margin-bottom: 1rem\n}\n.mint-mr-1 {\n margin-right: 0.25rem\n}\n.mint-inline-block {\n display: inline-block\n}\n.mint-inline {\n display: inline\n}\n.mint-flex {\n display: flex\n}\n.mint-h-1\\.5 {\n height: 0.375rem\n}\n.mint-h-4 {\n height: 1rem\n}\n.mint-w-1\\.5 {\n width: 0.375rem\n}\n.mint-w-4 {\n width: 1rem\n}\n.mint-shrink-0 {\n flex-shrink: 0\n}\n.mint-flex-col {\n flex-direction: column\n}\n.mint-items-baseline {\n align-items: baseline\n}\n.mint-gap-1\\.5 {\n gap: 0.375rem\n}\n.mint-gap-2\\.5 {\n gap: 0.625rem\n}\n.mint-rounded-full {\n border-radius: 9999px\n}\n.mint-rounded-sm {\n border-radius: 0.125rem\n}\n.mint-bg-zinc-300 {\n --tw-bg-opacity: 1;\n background-color: rgb(212 212 216 / var(--tw-bg-opacity, 1))\n}\n.mint-object-contain {\n object-fit: contain\n}\n.mint-font-medium {\n font-weight: 500\n}\n.mint-text-zinc-700 {\n --tw-text-opacity: 1;\n color: rgb(63 63 70 / var(--tw-text-opacity, 1))\n}\n.mint-text-zinc-950 {\n --tw-text-opacity: 1;\n color: rgb(9 9 11 / var(--tw-text-opacity, 1))\n}\n.mint-underline {\n text-decoration-line: underline\n}\n.mint-no-underline {\n text-decoration-line: none\n}\n.mint-underline-offset-2 {\n text-underline-offset: 2px\n}\n.dark\\:mint-bg-zinc-600:is(.dark *) {\n --tw-bg-opacity: 1;\n background-color: rgb(82 82 91 / var(--tw-bg-opacity, 1))\n}\n.dark\\:mint-text-white:is(.dark *) {\n --tw-text-opacity: 1;\n color: rgb(255 255 255 / var(--tw-text-opacity, 1))\n}\n.dark\\:mint-text-zinc-300:is(.dark *) {\n --tw-text-opacity: 1;\n color: rgb(212 212 216 / var(--tw-text-opacity, 1))\n}","subdomain":"usefulai","siteName":"Useful AI","title":"14 Best Video Understanding Models in 2026 | UsefulAI","navMaps":{"firstHrefInVersion":{},"firstHrefInLanguage":{}},"lastModified":"2026-07-27T13:00:51.426Z","originalFileLocation":"models/video-understanding.mdx"},"headHtml":"\u003cscript data-mint-head>(function(){var d=document.documentElement,p=null;if(!p){try{p=localStorage.getItem(\"isDarkMode\")}catch(e){}if(p==='true')p='dark';else if(p==='false')p='light';if(p!=='light'\u0026\u0026p!=='dark'\u0026\u0026p!=='system')p=\"light\"}var r=p==='system'?(matchMedia(\"(prefers-color-scheme: dark)\").matches?'dark':'light'):p;d.classList.remove(r==='dark'?'light':'dark');d.classList.add(r);d.setAttribute(\"data-theme-preference\",p)})();\u003c/script>\u003cmeta data-mint-head name=\"description\" content=\"Compare the best video understanding models in 2026 for long-video analysis, audio-aware reasoning, and search, from local use to production APIs.\">\u003cmeta data-mint-head name=\"application-name\" content=\"Useful AI\">\u003cmeta data-mint-head name=\"generator\" content=\"Mintlify\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"192x192\" href=\"/mintlify-assets/_mintlify/favicons/usefulai/LAfp6OnhdJJOwZID/_generated/favicon/android-chrome-192x192.png\" media=\"(prefers-color-scheme: light)\">\u003clink data-mint-head rel=\"apple-touch-icon\" type=\"image/png\" sizes=\"180x180\" href=\"/mintlify-assets/_mintlify/favicons/usefulai/LAfp6OnhdJJOwZID/_generated/favicon/apple-touch-icon.png\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/mintlify-assets/_mintlify/favicons/usefulai/LAfp6OnhdJJOwZID/_generated/favicon/favicon-16x16.png\" media=\"(prefers-color-scheme: light)\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/mintlify-assets/_mintlify/favicons/usefulai/LAfp6OnhdJJOwZID/_generated/favicon/favicon-32x32.png\" media=\"(prefers-color-scheme: light)\">\u003clink data-mint-head rel=\"shortcut icon\" type=\"image/x-icon\" href=\"/mintlify-assets/_mintlify/favicons/usefulai/LAfp6OnhdJJOwZID/_generated/favicon/favicon.ico\" media=\"(prefers-color-scheme: light)\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"192x192\" href=\"/mintlify-assets/_mintlify/favicons/usefulai/LAfp6OnhdJJOwZID/_generated/favicon-dark/android-chrome-192x192.png\" media=\"(prefers-color-scheme: dark)\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/mintlify-assets/_mintlify/favicons/usefulai/LAfp6OnhdJJOwZID/_generated/favicon-dark/favicon-16x16.png\" media=\"(prefers-color-scheme: dark)\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/mintlify-assets/_mintlify/favicons/usefulai/LAfp6OnhdJJOwZID/_generated/favicon-dark/favicon-32x32.png\" media=\"(prefers-color-scheme: dark)\">\u003clink data-mint-head rel=\"shortcut icon\" type=\"image/x-icon\" href=\"/mintlify-assets/_mintlify/favicons/usefulai/LAfp6OnhdJJOwZID/_generated/favicon-dark/favicon.ico\" media=\"(prefers-color-scheme: dark)\">\u003cmeta data-mint-head property=\"og:title\" content=\"14 Best Video Understanding Models in 2026 | UsefulAI\">\u003cmeta data-mint-head property=\"og:description\" content=\"Compare the best video understanding models in 2026 for long-video analysis, audio-aware reasoning, and search, from local use to production APIs.\">\u003cmeta data-mint-head property=\"og:site_name\" content=\"Useful AI\">\u003cmeta data-mint-head property=\"og:url\" content=\"https://usefulai.com/models/video-understanding\">\u003cmeta data-mint-head property=\"og:type\" content=\"website\">\u003cmeta data-mint-head property=\"og:image\" content=\"https://usefulai.mintlify.site/_mintlify/api/og/v2?division=Vision+%26+Generation\u0026amp;title=Best+Video+Understanding+Models+in+2026\u0026amp;description=Compare+the+best+video+understanding+models+in+2026+for+long-video+analysis%2C+audio-aware+reasoning%2C+and+search%2C+from+local+use+to+production+APIs.\u0026amp;theme=1d62e5282f67f7b91b88bbf0\u0026amp;signature=9b3a996ab41f1994046f2668879d891a028594dc25277cf7054975b01c78ea4f\">\u003cmeta data-mint-head property=\"og:image:width\" content=\"1200\">\u003cmeta data-mint-head property=\"og:image:height\" content=\"630\">\u003cmeta data-mint-head name=\"twitter:card\" content=\"summary_large_image\">\u003cmeta data-mint-head name=\"twitter:title\" content=\"14 Best Video Understanding Models in 2026 | UsefulAI\">\u003cmeta data-mint-head name=\"twitter:description\" content=\"Compare the best video understanding models in 2026 for long-video analysis, audio-aware reasoning, and search, from local use to production APIs.\">\u003cmeta data-mint-head name=\"twitter:image\" content=\"https://usefulai.mintlify.site/_mintlify/api/og/v2?division=Vision+%26+Generation\u0026amp;title=Best+Video+Understanding+Models+in+2026\u0026amp;description=Compare+the+best+video+understanding+models+in+2026+for+long-video+analysis%2C+audio-aware+reasoning%2C+and+search%2C+from+local+use+to+production+APIs.\u0026amp;theme=1d62e5282f67f7b91b88bbf0\u0026amp;signature=9b3a996ab41f1994046f2668879d891a028594dc25277cf7054975b01c78ea4f\">\u003cmeta data-mint-head name=\"twitter:image:width\" content=\"1200\">\u003cmeta data-mint-head name=\"twitter:image:height\" content=\"630\">\u003cmeta data-mint-head name=\"msapplication-config\" content=\"/mintlify-assets/_mintlify/favicons/usefulai/LAfp6OnhdJJOwZID/_generated/favicon/browserconfig.xml\">\u003cmeta data-mint-head name=\"apple-mobile-web-app-title\" content=\"Useful AI\">\u003cmeta data-mint-head name=\"msapplication-TileColor\" content=\"#000000\">\u003clink data-mint-head rel=\"canonical\" href=\"https://usefulai.com/models/video-understanding\">\u003clink data-mint-head rel=\"alternate\" type=\"application/xml\" href=\"/sitemap.xml\">\u003clink data-mint-head rel=\"alternate\" type=\"text/markdown\" href=\"/models/video-understanding.md\">\u003cscript data-mint-head type=\"application/ld+json\">{\"@context\":\"https://schema.org\",\"@graph\":[{\"@type\":\"Organization\",\"@id\":\"https://usefulai.com/#organization\",\"name\":\"Useful AI\",\"url\":\"https://usefulai.com\",\"logo\":{\"@type\":\"ImageObject\",\"url\":\"https://mintcdn.com/usefulai/TukEV5gATx8azBBm/logo-icon.svg?fit=max\u0026auto=format\u0026n=TukEV5gATx8azBBm\u0026q=85\u0026s=57400ad8c532e03bb1fd7345ebfd8537\"}},{\"@type\":\"WebSite\",\"@id\":\"https://usefulai.com#website\",\"name\":\"Useful AI\",\"url\":\"https://usefulai.com\",\"publisher\":{\"@id\":\"https://usefulai.com/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https://usefulai.com/models/video-understanding#webpage\",\"url\":\"https://usefulai.com/models/video-understanding\",\"name\":\"Best Video Understanding Models in 2026\",\"description\":\"Compare the best video understanding models in 2026 for long-video analysis, audio-aware reasoning, and search, from local use to production APIs.\",\"dateModified\":\"2026-07-27T13:00:51.426Z\",\"isPartOf\":{\"@id\":\"https://usefulai.com#website\"},\"breadcrumb\":{\"@id\":\"https://usefulai.com/models/video-understanding#breadcrumb\"}},{\"@type\":\"BreadcrumbList\",\"@id\":\"https://usefulai.com/models/video-understanding#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Vision \u0026 Generation\",\"item\":\"https://usefulai.com/models/image-generation\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Best Video Understanding Models in 2026\",\"item\":\"https://usefulai.com/models/video-understanding\"}]},{\"@type\":[\"Article\",\"TechArticle\"],\"@id\":\"https://usefulai.com/models/video-understanding#article\",\"headline\":\"Best Video Understanding Models in 2026\",\"name\":\"Best Video Understanding Models in 2026\",\"description\":\"Compare the best video understanding models in 2026 for long-video analysis, audio-aware reasoning, and search, from local use to production APIs.\",\"url\":\"https://usefulai.com/models/video-understanding\",\"mainEntityOfPage\":{\"@id\":\"https://usefulai.com/models/video-understanding#webpage\"},\"dateModified\":\"2026-07-27T13:00:51.426Z\",\"publisher\":{\"@id\":\"https://usefulai.com/#organization\"},\"isPartOf\":{\"@id\":\"https://usefulai.com#website\"}}]}\u003c/script>\u003cscript data-mint-head type=\"application/ld+json\">{\"@context\":\"https://schema.org\",\"@type\":\"WebSite\",\"name\":\"Useful AI\",\"publisher\":{\"@type\":\"Organization\",\"name\":\"Useful AI\"},\"provider\":{\"@type\":\"Organization\",\"name\":\"Mintlify\",\"url\":\"https://mintlify.com\"}}\u003c/script>","agentPointerHref":"/models/video-understanding.md","siteName":"Useful AI","nav":{"global":{},"tabs":[{"tab":"Tools","pages":[{"title":"Tools","href":"/tools"}]},{"tab":"Plugins","pages":[{"title":"Plugins","href":"/plugins"}]},{"tab":"Use Cases","pages":[{"title":"Use Cases","href":"/use-cases"}]},{"tab":"Models","pages":[{"title":"Best AI Models in 2026","sidebarTitle":"All Categories","mode":"wide","href":"/models"},{"group":"Language Models","icon":"brain","pages":[{"title":"Best LLMs in 2026","sidebarTitle":"Overall","mode":"wide","href":"/models/llms"},{"title":"Best LLMs for Coding in 2026","sidebarTitle":"For Coding","mode":"wide","href":"/models/llms-for-coding"},{"title":"Best LLMs for Writing in 2026","sidebarTitle":"For Writing","mode":"wide","href":"/models/llms-for-writing"},{"title":"Best LLMs for Agents in 2026","sidebarTitle":"For Agents","mode":"wide","href":"/models/llms-for-agents"},{"title":"Best LLMs for Search \u0026 Deep Research in 2026","sidebarTitle":"For Search","mode":"wide","href":"/models/llms-for-search-research"}]},{"group":"Vision \u0026 Generation","icon":"image","pages":[{"title":"Best Image Generation Models in 2026","sidebarTitle":"Image Generation","mode":"wide","href":"/models/image-generation"},{"title":"Best AI Video Generation Models in 2026","description":"Compare the best AI video generation models in 2026 by output quality, native audio, and price, with picks for creator workflows and APIs.","sidebarTitle":"Video Generation","mode":"wide","href":"/models/video-generation"},{"title":"Best Video Understanding Models in 2026","sidebarTitle":"Video Understanding","mode":"wide","href":"/models/video-understanding"},{"title":"Best Vision LLMs in 2026","description":"Compare the best vision LLMs in 2026 by score, price, and access, with picks for documents, charts, screenshots, and multimodal agents.","sidebarTitle":"Vision LLMs","mode":"wide","href":"/models/vision-llms"}]},{"group":"Speech \u0026 Audio","icon":"waveform-lines","pages":[{"title":"Best Transcription Models in 2026","sidebarTitle":"Transcription","mode":"wide","href":"/models/transcription"},{"title":"Best Real-Time Transcription Models in 2026","sidebarTitle":"Realtime Transcription","mode":"wide","href":"/models/real-time-transcription"},{"title":"Best Text-to-Speech Models in 2026","sidebarTitle":"Text-to-Speech","mode":"wide","href":"/models/text-to-speech"},{"title":"Best Speech-to-Speech Models in 2026","sidebarTitle":"Realtime Voice","mode":"wide","href":"/models/speech-to-speech"},{"title":"Best Music Generation Models in 2026","sidebarTitle":"Music Generation","mode":"wide","href":"/models/music-generation"}]},{"group":"Retrieval \u0026 Documents","icon":"file-lines","pages":[{"title":"Best Document OCR \u0026 Parsing Models in 2026","sidebarTitle":"Document OCR","mode":"wide","href":"/models/document-ocr-parsing"},{"title":"Best Embedding Models in 2026","sidebarTitle":"Embeddings","mode":"wide","href":"/models/embeddings"},{"title":"Best Reranker Models for RAG in 2026","sidebarTitle":"Reranking","mode":"wide","href":"/models/reranking"}]}]},{"tab":"Resources","pages":[{"title":"Resources","href":"/resources"}]},{"tab":"Feeds","hidden":true,"pages":[{"title":"Feeds","href":"/feeds"}]},{"tab":"Courses","hidden":true,"pages":[{"title":"Courses","href":"/courses/chatgpt"}]},{"tab":"Books","hidden":true,"pages":[{"title":"Books","href":"/books"}]},{"tab":"Cheat Sheets","hidden":true,"pages":[{"title":"Cheat Sheets","href":"/cheat-sheets"}]},{"tab":"Guides","hidden":true,"pages":[{"title":"Guides","href":"/guides/index","hidden":true}]},{"tab":"Utility","hidden":true,"pages":[{"title":"Utility","href":"/about-us"}]}]},"basePath":"","title":"14 Best Video Understanding Models in 2026 | UsefulAI","buildId":"dpl_DqYu5MPb49gWBBbUGgpHQUmCHY3P","deploymentId":"dpl_DqYu5MPb49gWBBbUGgpHQUmCHY3P","dynamics":[],"chunks":[]}
Gemini 3.1 Pro
Doubao Seed 2.0 Pro
Kimi K2.5
MiMo V2.5
Qwen3.7 Plus
Pegasus 1.5
GLM-4.6V Flash
SmolVLM2 2.2B
