Best AI Use Cases for Marketing in 2026

Required

Docs

Reads the approved brief, brand guide, source material, and example assets.

Writes the outline, first draft, and editor notes.

Recommended

CMS

Reads the destination template, fields, and existing page structure.

Writes a draft entry only - publishing stays with the editor.

Optional

Files

Reads interview transcripts, research PDFs, product sheets, and approved images.

No CMS connection is required: have the agent create the draft in Docs and paste the approved version into your CMS. The quality depends more on a clear brief and trusted sources than on the number of integrations.

Paste this into your agent or automation tool. Have one approved brief, your brand guide, two strong examples, and the source pack for three representative assets ready before you start.

Help me build a marketing content drafting workflow.

When a content brief is marked approved, create a reviewable first draft. Do
not publish it.

1. Ask which asset types I create, who they are for, and where briefs, sources,
   brand guidance, and final drafts live.
2. Ask for two approved examples and identify their structure, tone, evidence
   style, CTA, and formatting rules.
3. Build the workflow so it checks the brief for audience, goal, angle, CTA,
   required sections, and approved sources before drafting.
4. Use only facts supported by the supplied sources. Mark [SOURCE NEEDED],
   [DECISION NEEDED], or [EXAMPLE NEEDED] where the brief is incomplete.
5. Produce an outline, the full draft, a list of claims to verify, and the
   source used for each factual section.
6. Save the result as a Docs or CMS draft, never as published content.
7. Test it on three different briefs and show me where the workflow struggled.

What good looks like

The structure should match the brief, every factual claim should trace to an approved source, the draft should sound like your examples, and the editor should immediately see what still needs a decision or verification.

Choose your trigger

Start it when a brief changes to Approved, or run it manually from a clearly named brief folder. Exclude briefs without an owner, audience, source pack, or requested format; a blank brief should produce a gap list, not generic copy.

What runs without you

Publishing never leaves the editor. Once five drafts in a row have needed only normal editorial changes, let the workflow create CMS drafts automatically when briefs are approved - review starts from a draft instead of a blank page. Check monthly that the brand guide and examples are still what you would show a new writer.

Pairs well with repurpose marketing content - one approved draft becomes a week of channel content.

Required

Files

Reads the final approved asset, transcript, images, and source links.

Recommended

Social

Reads channel limits and scheduled content.

Writes reviewable post drafts in the correct channel queue.

Optional

Email marketing

Reads campaign audience and template.

Writes a campaign draft, never a send.

CMS

Reads existing page format and excerpts.

Writes draft snippets or landing-page sections.

You can upload one approved asset and ask for a paste-ready channel pack. Connecting distribution tools mainly saves the final copying and keeps every draft beside its scheduled destination.

Have one long-form asset, your channel rules, three past posts that performed well, and a list of the formats you actually publish. Avoid asking for every conceivable channel.

Help me build a content repurposing workflow.

When I approve a source asset, turn it into channel-specific drafts for review.

1. Ask which source formats and output channels I use, plus the length,
   formatting, hashtag, link, and CTA rules for each channel.
2. Ask for three strong examples per important channel and my brand guidance.
3. Extract the source asset's main argument, useful proof, quotable moments,
   and approved CTA before writing any variants.
4. Create distinct drafts for each selected channel. Adapt the hook, level of
   detail, and structure; do not simply truncate the same paragraph.
5. Preserve the meaning and source links. Do not add facts that are absent
   from the approved asset.
6. Label every draft by channel and destination, then save it as a draft.
7. Test the workflow on an article, a webinar transcript, and a customer story.

What good looks like

Each version should feel native to its channel, keep the same approved message, retain the important proof, and give the marketer a clear reason to publish that variant rather than six near-duplicates.

Choose your trigger

Run it when an asset enters an Approved for distribution folder or when its CMS status changes to Published. Exclude drafts, embargoed material, expired offers, and assets without a canonical link.

What runs without you

Every public post and email stays reviewed - repurposing multiplies mistakes as efficiently as it multiplies reach. After ten clean batches, let it fill low-risk scheduling fields automatically so approved drafts land ready to queue. Revisit the channel rules quarterly; platform limits and formats change underneath you.

Pairs well with draft marketing content and personalize email campaigns - the same approved asset feeds every downstream variant.

Required

Docs

Reads the question, scope, audience, and any existing source pack.

Writes the cited brief, evidence table, and unanswered questions.

Recommended

CRM

Reads customer segments, objections, win-loss notes, and known account evidence.

Optional

Social listening

Reads recent public conversations, competitor mentions, and category themes.

The agent can research the public web without CRM or listening access. Add exported customer evidence manually when the answer should reflect what your actual market says, not only what is published online.

Have one real decision question, a clear geography and time window, a list of trusted or excluded source types, and two examples of research your team considered useful.

Help me build a repeatable market-research workflow.

For each approved research question, create a source-linked brief that supports
a marketing decision.

1. Ask what decision the research should inform, the audience, geography,
   time window, competitors or segments, and what is explicitly out of scope.
2. Propose a research plan and search trusted primary sources first, then
   credible secondary sources and our approved internal evidence.
3. Record the source, publication date, claim supported, and any important
   limitation for every material finding.
4. Separate observed facts, customer evidence, and your own inference.
5. Compare competing claims and state when the evidence does not support a
   confident conclusion.
6. Deliver an executive summary, findings by theme, implications, source
   table, and open questions in my research-brief template.
7. Test it on a market, an audience segment, and a competitor question.

What good looks like

A reader should be able to follow every important conclusion to a current source, understand what the evidence does and does not establish, and use the brief to make the stated decision without reopening twenty browser tabs.

Choose your trigger

Start manually from an approved research request or on a scheduled quarterly refresh for recurring market briefs. Do not trigger on a vague Slack question; require a decision, scope, owner, and due date.

What runs without you

The brief itself stays reviewed - research nobody challenges becomes strategy by accident. After three clean briefs, automate the recurring source collection so each new question starts from a current evidence base. Recheck the source list quarterly and drop anything that has gone stale or paywalled.

Pairs well with create campaign briefs - the research brief answers the questions the campaign brief asks.

Required

BI

Reads the governed campaign metrics, targets, segments, and reporting periods.

Recommended

Ads

Reads campaign, audience, creative, spend, and conversion details.

Email marketing

Reads delivery, engagement, conversion, and unsubscribe metrics.

Optional

Docs

Reads the campaign brief and past review format.

Writes the performance narrative and proposed experiments.

Export the agreed metrics to a spreadsheet if direct connectors are unavailable. Do not hand the agent screenshots when you can provide the underlying rows and metric definitions.

Have your metric dictionary, campaign brief, targets, reporting calendar, and two past reviews. Decide the minimum change that deserves attention so the report does not narrate noise.

Help me build a campaign-performance review workflow.

At each campaign checkpoint, create a concise performance brief from our
approved metrics. Do not change campaigns or budgets.

1. Ask which campaigns, channels, conversion events, attribution model,
   reporting window, and comparison period I use.
2. Ask for the campaign brief, targets, metric definitions, and the threshold
   for calling a change material.
3. Confirm data completeness and use the same date, currency, and segment
   definitions before comparing anything.
4. Calculate target variance and period-over-period change, then identify the
   assets, audiences, or channels that explain the largest movement.
5. Tie every statement to a metric and label hypotheses as hypotheses.
6. Produce a short summary, supporting table, anomalies, and no more than
   three prioritized experiments with a reason for each.
7. Test it on a strong, weak, and mixed campaign period.

What good looks like

Every conclusion should point to a specific metric and comparison, totals should reconcile with the dashboard, material changes should be separated from noise, and proposed experiments should follow from the evidence rather than generic advice.

Choose your trigger

Run after the agreed data-completeness delay - commonly every Monday for the prior full week and again at campaign milestones. Exclude tests below the minimum sample size and campaigns without agreed conversion definitions.

What runs without you

Budget and targeting changes stay manual - this workflow explains performance, it does not spend money. After four reviews whose numbers held up, let the internal draft and its notification go out automatically at the weekly checkpoint. Audit the metric definitions monthly, especially after anyone touches attribution.

Pairs well with create campaign briefs - last period’s evidence should write next period’s plan.

Required

Email marketing

Reads the approved campaign, template, suppression rules, and destination segments.

Writes draft variants and test versions only.

CRM

Reads approved segment fields, lifecycle stage, industry, product, and customer status.

Recommended

BI

Reads past performance by segment to support the variation strategy.

Optional

Docs

Reads brand guidance, approved proof, and message examples.

Export a segment table with only the approved fields and have the agent produce labeled variants. Never upload unnecessary personal data just because the CRM connection is unavailable.

Have the approved base campaign, segment definitions, suppression rules, allowed personalization fields, proof library, and two successful past campaigns. Start with three meaningful segments, not dozens of micro-variants.

Help me build an email-campaign personalization workflow.

For each approved campaign, create reviewable variants for a small number of
defined segments. Never send email.

1. Ask for the campaign goal, base message, CTA, segments, approved CRM fields,
   suppression rules, and email-platform destination.
2. Ask which attributes may shape the copy and which must never appear in it.
3. Map each segment to a real difference in need, proof, objection, or CTA.
   If the data does not justify a distinct message, keep the base version.
4. Preserve the approved offer and claims while adapting the subject line,
   opening, proof, and emphasis for the segment.
5. Explain which approved attributes influenced each variant and flag missing
   or contradictory data.
6. Create test sends and a QA table covering links, tokens, suppressions,
   sender, rendering, and segment counts.
7. Test it on three segments with materially different needs.

What good looks like

Each variant should have a defensible reason to exist, use only approved attributes, preserve the campaign’s core claim, render correctly, and assign every recipient to the expected segment without leaking internal or sensitive data.

Choose your trigger

Run when the base campaign and target segments are approved. Exclude suppressed contacts, missing-consent records, employees, test accounts, and rows without the minimum fields needed for the segment rule.

What runs without you

Final audience and send approval are permanently human - segmentation mistakes arrive in customer inboxes. Review everything for the first three campaigns; after that, variant drafts and the QA report can generate automatically while a marketer approves every send. Re-audit the field and suppression rules before each major campaign.

Pairs well with create campaign briefs and analyze campaign performance - the brief defines the segments and the review shows whether the variants earned their keep.

Required

Docs

Reads your brief template, positioning, proof, brand rules, and prior campaign examples.

Writes the complete brief and open-decision list.

Recommended

CRM

Reads the target segment, lifecycle context, objections, and relevant customer evidence.

Optional

Meetings

Reads the planning transcript and stakeholder decisions.

Tasks

Writes the initial asset plan with owners and due dates after approval.

Paste the campaign request, audience export, and approved proof into your agent if the systems are not connected. The workflow should still refuse to treat an idea as an approved fact.

Have the current brief template, a real campaign request, audience evidence, channel constraints, and one strong past brief. Decide who can approve the audience, offer, budget, and final message.

Help me build a campaign-brief workflow.

When a campaign goal is approved, turn the available context into a complete
brief and a visible list of decisions still needed.

1. Ask for the goal, audience, offer, desired behavior, proof, budget, timing,
   required channels, constraints, owner, and approvers.
2. Ask for our brief template, brand rules, approved positioning, and one
   strong past example.
3. Challenge the request: identify missing audience evidence, conflicting
   messages, unsupported claims, channel gaps, and unclear success measures.
4. Draft the brief with goal, audience insight, proposition, message hierarchy,
   channel roles, asset list, timeline, measurement plan, and dependencies.
5. Mark unresolved items as [DECISION NEEDED] with an owner; do not decide
   budgets, claims, or approvals on my behalf.
6. After approval, prepare the asset tasks but do not assign or publish them.
7. Test it on three campaigns with different audiences and channel mixes.

What good looks like

The brief should be executable by a teammate who missed the planning meeting, make the audience and message evidence visible, name each required asset and measure, and leave no hidden gap disguised as polished copy.

Choose your trigger

Start when a campaign request has an approved goal, owner, audience, and due date. Exclude speculative ideas and requests without a decision-maker; send those back with the missing-input checklist.

What runs without you

Keep briefs reviewed until three different campaign owners have accepted them without structural rework - one owner’s acceptance proves fit with one working style, not with the team. After that, let briefs assemble automatically at approval while budgets, claims, and sign-off stay human. Review the template quarterly.

Pairs well with draft marketing content and analyze campaign performance - the brief starts the content engine and the review closes the loop.

Required

Social listening

Reads new brand, product, executive, and competitor mentions with source links and timestamps.

Recommended

Chat

Writes the daily priority digest and urgent alerts to the agreed channel.

Optional

CRM

Reads known accounts and customers so their mentions can be identified and routed.

Docs

Writes the persistent mention log and weekly trend summary.

Use saved searches, Google Alerts, and platform exports as the input if you do not have a listening platform. The agent can still deduplicate and prioritize; collection will be less complete.

Have the exact brand, product, executive, and competitor terms; common false positives; priority topics; routing owners; and ten past mentions labeled useful or noise.

Help me build a brand-mention monitoring workflow.

On a schedule, turn new web and social mentions into a short, source-linked
queue for the marketing team. Do not post public replies.

1. Ask for brand, product, executive, and competitor terms, including aliases,
   exclusions, languages, sources, and lookback window.
2. Ask what counts as urgent, useful, routine, or noise and who owns product,
   support, press, security, and partnership mentions.
3. Collect only new items, normalize URLs, and deduplicate reposts or syndicated
   coverage while preserving the strongest source.
4. For each material mention, record source, author, date, audience, topic,
   concise summary, source link, and recommended owner.
5. Group related items and surface issues, opportunities, and competitor moves.
   Treat sentiment as a sorting aid, not the final decision.
6. Send a daily digest and an immediate alert only for defined urgent cases.
7. Test the workflow on a complaint, a positive review, and a false match.

What good looks like

The digest should contain no duplicates, every item should link to the original source, urgent cases should reach the right owner quickly, false matches should stay out, and the queue should be short enough to act on.

Choose your trigger

Run a rolling scan every two to four hours and a digest each weekday morning. Alert immediately only for the explicit crisis, security, legal, or high-reach thresholds. Exclude your own posts, obvious spam, job listings, and recurring false matches.

What runs without you

Public responses stay manual permanently - the digest tells you where to show up, and a human decides what to say. After two weeks of accurate routing, let the digest and urgent alerts run unattended. Review the search terms and false-positive list weekly; monitoring quality decays quietly as names and campaigns change.

Pairs well with conduct market research - today’s mentions are tomorrow’s research questions.