agency · 10 use cases
Top 10 sales and marketing use cases for AI agents in marketing agencies
Ten workflows for agency new-business, account and delivery teams, each with its trigger, the systems it touches, the one step a person approves and the measure that shows it worked.
What can AI agents do for marketing and creative agencies today?AI agents can run the repeatable work on both sides of an agency today: new-business prospecting from real triggers, RFP and case-study drafting, multi-client content and SEO production, client reporting and Google Ads checks across a manager account. Scope and margin tracking will follow with RIVA, coming soon. A person, often the client, approves every customer-facing step.
New-business prospecting from CMO moves and agency reviews
An agency’s best prospects are brands where something just changed: a new marketing leader, a funding round, a launch or a public agency review. NORA watches for those triggers, researches the brand’s current marketing and drafts a first email that names the reason, and the new-business lead approves every first touch.
A target brand announces a new chief marketing officer and starts hiring for paid search. NORA checks the brand against the agency’s ideal client profile and HubSpot, skips current clients and opt-outs, and notes which channels the brand already runs. SERA drafts a short first email that names the trigger and one specific observation. The new-business lead approves the contacts and copy before anything sends, and replies land in HubSpot with the trigger attached.
the workflow, in one room
- TriggerA trigger fires: a new marketing leader, a funding round, a product launch, a market entry or a public agency review.
- Check the brand against the agency’s ideal client profile and the CRM, skipping current clients, conflicts and anyone who has opted out.
- Research the brand’s visible marketing from the Google Ads Transparency Center, the Meta Ad Library, its site and its job posts.
- Draft a first email and two follow-ups that name the trigger and one specific observation about the brand’s marketing.
- Approved by New-business leadThe new-business lead approves the contact list and the first-touch copy before the sequence starts.
- Send from a warmed domain with a working opt-out, and log replies and opt-outs to the CRM.
Guardrail. CAN-SPAM makes no exception for B2B email, PECR consent rules cover UK sole traders while UK GDPR still applies to named corporate contacts, and India’s DPDP Rules 2025 bring notice and consent duties from May 2027.
RFP and pitch responses drafted from the credentials library
Agency RFPs ask the same questions in new wording: team, process, comparable work, fees, security and data handling. FOLIO drafts each answer from the agency’s approved credentials, case studies and policies, marks the gaps for their owners and leaves fee and staffing answers to the people who set them.
A retailer’s procurement team sends an RFP with a tight deadline and a long security section. FOLIO splits it into questions, pulls answers from the approved credentials library in Google Drive and marks where no approved answer exists. CREA drafts the strategy section from the brief. The pitch manager approves the response, with the finance lead signing off fees and staffing, before submission. Final answers go back into the library for the next pitch.
the workflow, in one room
- TriggerAn RFP, RFI or pitch brief arrives from a brand, its procurement team or a pitch consultant.
- Split it into questions and tag each as credentials, approach, team, fees, security or legal.
- Pull answers from the approved credentials library, case studies and policies, citing the source document for each.
- Draft the strategy and approach sections from the brief, and mark every question without an approved answer for its owner.
- Approved by Pitch manager and Finance leadThe pitch manager approves the full response and the finance lead approves fees and staffing before submission.
- Submit, then save the final answers and the outcome back to the library.
Guardrail. Claim only results a client has approved for use and the agency can document, as CAP Code rule 3.7 expects in the UK, and if you sell Google Ads management, Google’s Third-party partner policy bars false, misleading or unrealistic claims.
Case studies and thought leadership with client sign-off
Case studies win pitches, but most agencies publish far fewer than their work deserves because drafting and client approval stall. CREA turns the wrap report and a short team interview into a draft, routes it to the client contact for approval and repurposes approved stories into articles, posts and pitch slides.
A campaign wraps and the account team files the wrap report. CREA interviews the account lead through a short questionnaire, drafts a case study from the report and lists every figure with its source. The client’s marketing contact approves the named version, and the agency marketing manager approves the final copy. CREA then cuts the story into a blog article, a LinkedIn post draft and a pitch slide, each checked against the approved text.
the workflow, in one room
- TriggerA campaign or retainer milestone closes and the wrap report is filed.
- Gather the brief, results and creative, and run a short structured interview with the account lead.
- Draft the case study with every figure tied to its source report, plus an anonymised version for clients who prefer it.
- Approved by Client marketing contact and Agency marketing managerThe client’s marketing contact approves any use of the client’s name, figures and quotes, and the agency marketing manager approves the final copy.
- Publish the approved version to the website and the credentials library.
- Repurpose it into an article, social post drafts and a pitch slide, each checked against the approved text.
Guardrail. Name a client, quote its people or publish its figures only with written approval, and remember an endorsement must reflect the honest opinion of the endorser under the FTC Endorsement Guides in the US.
free guide and deckEvery agency use case on these pages, with its workflow drawn, to share with your team.Get it free ↓A room per client for content drafts and client approvals
Agencies lose days to approval chains spread across email, chat and shared drives, and work for one client can leak into another. In a room per client, the account team, the client’s approvers and the agents share one brief and one history, and the client signs off each piece before it is scheduled, including white-label work delivered under a partner agency’s name.
Each client has its own room holding the brand guide, the approved claims list and the month’s brief. CREA drafts the content calendar, RUPA produces image variations from approved brand assets, and every draft is checked against that client’s rules only. The client’s brand manager approves or comments on each piece in the room. The account director sees what is waiting on whom, and approved posts move to the agency’s scheduling tool.
the workflow, in one room
- TriggerThe monthly brief, brand guide and approved claims list are added to the client’s own room.
- Draft the content calendar: posts, captions, blog outlines and email copy for the month.
- Produce image variations from the client’s approved brand assets and templates.
- Check each draft against that client’s brand rules and claims list, and against nothing from any other client.
- Approved by Client brand managerThe client’s brand manager approves or comments on each piece in the room before it is scheduled.
- Pass approved pieces to the agency’s scheduling tool and log the approval with its date.
Guardrail. Ads must be obviously identifiable and objective claims need documentary evidence under the UK CAP Code, so every claim traces to the client’s approved list and one client’s files never inform another’s drafts.
SEO content production across a client portfolio
SEO retainers depend on steady, useful content for many clients at once, and volume without substance now carries a penalty risk. CREA drafts from each client’s keyword plan and expert input, with a named expert adding what only the client knows, so output grows without turning thin.
Each month the SEO lead sets keyword targets per client in Semrush. CREA builds outlines from what currently ranks and what the client’s experts said on their intake calls, then drafts articles with the client’s product facts and internal links. Anything thin or duplicated is flagged. The client’s subject expert and the SEO lead approve each article before it goes to WordPress, and rankings and organic leads are tracked per client.
the workflow, in one room
- TriggerThe monthly keyword plan for each client is agreed in Semrush or Ahrefs.
- Build outlines from current search results, the client’s product facts and notes from expert interviews.
- Draft each article with original detail from the client, internal links and a named author.
- Flag drafts that repeat other pages, thin sections and claims without a source.
- Approved by SEO lead and Client subject expertThe SEO lead and the client’s subject expert approve each article before it is published.
- Publish to the client’s CMS and track rankings, clicks and organic leads per article.
Guardrail. Google’s spam policies treat generating many pages mainly to manipulate rankings as scaled content abuse however they are produced, generative AI included, so every article must add something only the client knows.
Client reports that explain the numbers, not just chart them
Monthly reporting eats senior hours across every account, and dashboards alone rarely say what changed or what to do next. MIRA pulls each client’s data, writes the commentary and next month’s recommendations, and the account lead edits and approves before the report goes out.
At month end, MIRA pulls Google Ads, Meta Ads Manager and Google Analytics data for each client into Looker Studio, compares results with targets and last month, and writes the commentary: what moved, why, and what the team proposes next. Spend and fees are reported exactly as billed. The account lead edits the narrative and approves each report before it reaches the client, who reads one clear story instead of a stack of charts.
the workflow, in one room
- TriggerAt month end, pull spend, results and conversions for each client from the ad platforms and analytics.
- Compare against the client’s targets, last month and the same month last year.
- Write the commentary: what changed, the likely reasons and the recommended next steps.
- Reconcile media spend and fees with the invoice so the figures match what was billed.
- Approved by Account leadThe account lead edits the commentary and approves each report before it is sent to the client.
- Send the report, log the recommendations and check them at the next review.
Guardrail. Google’s Third-party partner policy expects agencies to be honest and transparent about costs and expected results and to share information that affects the advertiser’s decisions, so reports never hide spend, fees or a poor month.
Google Ads operations across client accounts in one manager account
Agencies run many Google Ads accounts from one manager account, and small problems hide in the volume: overspend, disapproved ads, broken tracking. NIA checks every linked account each day, drafts fixes and budget moves, and the paid search lead approves before anything changes.
Every morning NIA scans each client account under the agency’s manager account for budget pacing, disapproved ads, conversion tracking gaps and wasted search terms. It drafts fixes per client with the reason for each, such as a negative keyword list or an ad rewrite for a policy issue. The paid search lead approves budget moves and changes above the agreed threshold, and problems surface within a day instead of at month end.
the workflow, in one room
- TriggerEach morning, scan every client account linked to the manager account.
- Check budget pacing against the monthly plan, disapproved ads, conversion tracking and new wasted search terms.
- Draft fixes per account: negative keywords, ad rewrites for policy issues, and bid or budget moves.
- Approved by Paid search leadThe paid search lead approves budget moves and any change above the agreed threshold before it is applied.
- Apply approved changes through Google Ads Editor or the API and log them per client.
- Flag anything that needs the client, such as a site or tracking fix, to the account lead.
Guardrail. Google requires a separate account for each end advertiser you manage and treats verifying a client’s account as your own as misrepresentation under its Third-party partner policy.
Influencer campaigns with disclosure checked before and after posting
Agencies running creator programmes share the disclosure risk with the brand: the FTC says its focus usually falls on advertisers or their ad agencies and PR firms. MIRA shortlists creators, writes briefs with each market’s required label built in, and checks every live post for the label afterwards.
A beauty client wants creators for a launch in India and the UK. MIRA shortlists creators by audience fit in CreatorIQ, drops anyone with a record of unlabelled paid posts and drafts briefs carrying the right label for each market. The influencer marketing manager and the client’s brand lead approve the list, briefs and fees. After posting, MIRA checks every post for an upfront label and flags any missing one the same day.
the workflow, in one room
- TriggerA client brief names the launch, markets, audience and budget for a creator programme.
- Shortlist creators by audience fit and past brand work, dropping anyone with unlabelled paid posts.
- Draft a brief per creator with approved product claims and the disclosure label the market requires.
- Approved by Influencer marketing manager and Client brand leadThe influencer marketing manager and the client’s brand lead approve the creator list, each brief and any fee before outreach.
- Track each live post, check the label is upfront, and flag a missing or buried label to the creator the same day.
- Report reach, engagement and sales from tracked links per creator.
Guardrail. Disclose material connections clearly under the FTC Endorsement Guides, put an “Ad” label upfront as the ASA expects in the UK, and use an ASCI-approved label such as “Ad” or “Collaboration”, superimposed on visual posts, in India.
Client health briefs before every quarterly business review
Agencies often learn a client is unhappy when the review notice arrives. CORA joins results against targets, delivery history, contact activity and contract dates into a health brief per client before each quarterly review, so the account director walks in knowing the risks and with a proposal ready.
A quarterly review is coming up for one of the agency’s larger clients. CORA pulls the renewal date from HubSpot, results against targets, late deliverables from Asana and recent email activity, and notes that the client’s marketing director has changed. SERA drafts a health brief with the risks and a growth proposal. The account director approves the brief and any proposal before it is shared, and the review starts from evidence.
the workflow, in one room
- TriggerA quarterly business review or contract renewal date comes within the agreed window.
- Pull results against targets, late or reworked deliverables and billing status.
- Check contact activity, response times and whether the client’s key contacts are still in role.
- Draft a health brief with a risk rating, its reasons and one growth proposal drawn from the client’s goals.
- Approved by Account directorThe account director approves the risk rating and any proposal before it is shared with the client.
- Log the brief in the CRM and set follow-up tasks from the review.
Guardrail. Where the agency processes a client’s customer data, GDPR Article 28 limits it to the client’s documented instructions, so health briefs draw on delivery and account data, never the client’s customer records.
Scope and margin watch against each statement of work
Agency margins leak through extra revision rounds, out-of-scope requests and hours that run past the retainer. RIVA, our revenue operations teammate, is coming soon. It will compare logged time and delivered work with each statement of work and draft the change request for the account lead to raise.
Midway through the month, RIVA, coming soon, will compare logged hours in Harvest and delivered work in Asana with each client’s statement of work. It will flag a retainer running over, extra revision rounds and requests outside scope, then draft a change request with the evidence. The account lead and the finance and operations lead approve any change request before it reaches the client, so scope conversations happen before the invoice.
the workflow, in one room
- TriggerEach week, pull logged hours and delivered work per client from the time tracker and project tool.
- Compare them with the statement of work: hours, deliverables, revision rounds and channels in scope.
- Flag overruns and out-of-scope requests with the evidence for each.
- Draft a change request or an updated estimate for the account lead.
- Approved by Account lead and Finance and operations leadThe account lead and the finance and operations lead approve any change request before it is sent to the client.
- Update the forecast margin per client and log the outcome.
Guardrail. Use and bill AI only as each client contract allows: the ANA’s media agency contract template asks agencies to get the advertiser’s prior consent before using AI in their services.
Frequently asked questions
Where should an agency start with AI agents?
Start with work that repeats every month and is easy to check: client reporting and Google Ads account checks. Both use data the agency already holds and give senior hours back on every account. New-business prospecting and RFP drafting come next, and scope and margin tracking will follow when RIVA, coming soon, arrives.
How do clients approve work without another tool to learn?
A room per client works well as a workflow: the brief, brand rules and history sit in one place, the client’s approvers are invited in, and they approve or comment on each draft there. Work for one client never draws on another client’s files, and every approval is logged with its date.
Who is liable for an influencer post without a disclosure?
In the US, the FTC says its focus usually falls on advertisers or their ad agencies and PR firms, though influencers can face action too. In India, ASCI places responsibility on both the advertiser and the influencer. In the UK, the ASA expects a clear “Ad” label upfront. Check every live post, not just the brief.
Do we need a data processing agreement with each client?
Where the agency handles a client’s customer data, such as uploading audiences or reading CRM records, GDPR Article 28 requires a written contract limiting processing to the client’s documented instructions. In India, the DPDP Rules 2025 add contractual safeguard duties for data processors from May 2027.
sources
- FTC: CAN-SPAM Act, a compliance guide for business
- ICO: Business-to-business marketing (PECR and UK GDPR)
- SCC Online: MeitY notified Digital Personal Data Protection Rules, 2025 (2025)
- Google Ads Help: Third-party partner policy
- Google Ads Help: About Google Ads manager accounts
- Google Search Central: Spam policies for Google web search
- FTC: Endorsement Guides, what people are asking
- ASA: Recognising ads, social media and influencer marketing
- ASCI: Guidelines for influencer advertising in digital media (2025)
- CAP Code, Section 3: Misleading advertising
- GDPR Article 28: Processor
- MediaPost: ANA revises media agency contracts, requires prior client consent for using AI (2023)
free guide
18 AI agent use cases for Marketing & Creative Agencies
Every workflow on these pages as a designed guide and a presentation deck, ready to share with your team: a scene from the week, the workflow drawn with its approval gate, the systems it connects to and how to measure it. Light and dark editions, updated every month.
- Top 10 sales and marketing use cases for AI agents in marketing agencies
- Top agentic AI use cases for marketing agencies in H2 2026
- Who is in the room: your AI team for agency and the people who approve
- The guardrails and the rules they come from, with sources
