AI brand answer monitoring
Track what AI assistants say about the brand over time and catch wrong, outdated or damaging claims.

Show up when people ask ChatGPT, Google's AI Overviews, Perplexity or Claude about your market. Find out what they say about you today, which sources they cite and how to become one of them.
Free · Works with Claude, ChatGPT, Codex and Cursor
Track what AI assistants say about the brand over time and catch wrong, outdated or damaging claims.
Find the questions people ask AI assistants about the market, how they are answered, and which sites get cited.
Make a site usable by AI agents that browse, fill in forms and buy for people: accessibility tree, layout stability, access policy, discovery files and safe agent tools, fixed in priority order.
A one-off report on how the brand shows up in AI answers for its market and the few changes most likely to get it cited.
Restructure pages so AI assistants can quote them: direct answers, facts, sources, E-E-A-T signals and schema.
Find the pages AI assistants cite in the category and which of those sources the brand can get into or out-do.
Paste a prompt into your agent. It picks the skill, asks for anything it needs and hands back the result. Words in a highlight are yours to change.
The prompts people use about your market, how they're answered and where you're missing.
What do people ask AI assistants about choosing a wedding photographer?A report of how AI assistants describe and recommend your brand for the questions buyers ask.
How does ChatGPT describe my business, and who does it recommend instead?Your pages restructured with direct answers, facts and sources that assistants can lift.
Rewrite my pricing page so AI assistants can quote it accurately.The pages AI assistants cite in your category and the ones you can realistically get onto.
Which sources does AI cite for 'best CRM for small teams', and how do I get listed?A fixed brand prompt panel and a check schedule
What does AI say about our brand?Summary: the lab agent result as X/N with tool version and date, the number of P0 failures, and the one thing most limiting agents
Can AI agents use my website?In Claude Code, run these two commands. Other agents: copy a skill's folder into their skills directory.
/plugin marketplace add AI-Marketing-OS-LTD/cmo-so-skills/plugin install cmo-so-ai-search@cmo-soNo special syntax. The agent reads each skill's description and picks the one that fits.
“What do people ask AI assistants about choosing a wedding photographer?”The agent asks what it needs, follows the skill's steps and checks, and hands back the result the skill promises.
What they do, what they cost and how to use them with your agent.
Generative engine optimisation (GEO) and answer engine optimisation (AEO) are about being mentioned, cited and recommended in AI answers, the way SEO is about ranking in search results.
Clear facts, trusted third-party sources and pages that answer questions directly matter most. These skills measure where you stand today and work on each of those.
AI assistants pick a few sources and summarise them, so being cited matters more than ranking tenth. A page can rank well and still never be mentioned in an AI answer.
These skills look at what AI actually answers for your market and which pages it trusts, then improve your pages and your presence on those sources. Good SEO still helps: the two work together.
Yes. All 6 are open source under the MIT licence, so you can use, change and share them, including for client work, without paying or asking permission.
Where a skill adapts someone else's open work, its page credits the source and the licence. Repos with a copyleft licence are only used for ideas, and repos with no licence aren't used at all.
Claude Code installs them from the cmo.so marketplace. Any agent that reads SKILL.md folders, such as Codex or Cursor, can use them by copying the folder into its skills directory.
The core skills also work in Claude, ChatGPT and other MCP clients through the cmo.so MCP server, so you can use whichever assistant you already have.
In Claude Code, add the marketplace with /plugin marketplace add AI-Marketing-OS-LTD/cmo-so-skills, then install the group with /plugin install cmo-so-ai-search@cmo-so. That adds all 6 skills in one go.
Ask in plain words afterwards and the agent picks the skill that fits. For other agents, copy the folders of the skills you want from GitHub into the agent's skills directory.
No. The AI search (GEO / AEO) skills work on their own with whatever your agent can already see and do: your files, the pages you share and the data you paste in.
A free cmo.so account only matters if you want Maggie to plan, write and publish for your website too. The core skills connect your agent to it, and every change is shown to you before it happens.
No. Ask for the outcome you want in plain words and the agent picks the right skill, asks for anything it's missing and follows the skill's steps.
If you'd like a starting point, the section above lists an everyday job for every skill on this page with a prompt you can copy. Words in a highlight are the ones to change for your business.
A prompt is one request. A skill is the method behind the job: the questions to ask first, the order of the steps, the quality checks and the format of the result.
That's what makes the answer reliable. The skill stops the agent skipping research, inventing numbers or handing back something you can't use, and you can read every step it will take.
Yes. A skill is a plain Markdown file, so you can edit its steps, add your own checks and examples, and keep your version in your own repo. The MIT licence allows it.
If your change would help others too, suggest it on the skills page or open a pull request on GitHub, and it may be folded into the library for everyone.
No. A skill only guides your own agent; your files, documents and data stay wherever your agent and its tools keep them.
cmo.so only sees what you connect to cmo.so, for example when you use the core skills through the MCP server with your account.
They're maintained in the public cmo-so-skills repo and synced to this site, so new and improved skills show up here as soon as they ship. In Claude Code, update the marketplace to pick them up.
Upvotes and downvotes show us which skills people rely on, and those are the first we improve.
Suggest an open-source repo on the skills page: Maggie reads it, checks the licence and decides whether to add it as a new skill, use it to improve one, or put it to a vote.
You can also browse the other categories below; many jobs span more than one, and the agent can combine skills in a single request.
Every category is free and installs the same way.
Work with cmo.so from your agent: connect, plan the blog, review drafts, publish, report.
AI visibility monitor · Blog autopilot settings · Blog plannerSee CMO.so core (MCP) skills →13 skillsPositioning, customer research, competitors and the marketing plan.
Brand & product naming · Brand protection · Competitor researchSee Strategy & research skills →18 skillsKeyword research, audits, technical SEO, content briefs and local search.
Comparison & alternative pages · SEO content brief · Content refreshSee SEO skills →8 skillsBlog posts, copy, editing and content calendars.
Blog post writing · Content repurposing · Content strategySee Content & copy skills →24 skillsLinkedIn, Facebook, Instagram, Google Business, YouTube and TikTok.
Chinese social platforms · Community marketing · Employee and founder advocacySee Social & community skills →6 skillsNewsletters, sequences and lifecycle email.
Retention & churn prevention · Cold email & outbound · Email deliverabilitySee Email & lifecycle skills →11 skillsPlan, launch, audit and monitor paid campaigns.
Ad creative · Paid ads audit · Ad budget, bidding & forecastingSee Paid ads skills →10 skillsLanding pages, forms, pricing pages and A/B tests.
A/B testing & experiments · Checkout & cart recovery · Form optimisationSee Conversion (CRO) skills →5 skillsTracking, attribution and reports people read.
Attribution · Campaign analytics & benchmarks · Client & executive reportSee Analytics & reporting skills →9 skillsLaunches, referrals, partnerships and marketing automation.
App store optimisation · Co-marketing & partnerships · Directory submissionsSee Growth & go-to-market skills →4 skillsOutreach, sales pages and handing leads to sales.
Proposals & statements of work · Prospecting & lead research · Revenue operationsSee Sales & revenue skills →3 skillsPictures, video and brand assets.
Marketing images · Video production · Video & podcast repurposingSee Images & video skills →Enter your website. Maggie uses the same playbooks to plan, write and publish your marketing every day.
Hi, I'm Maggie. Ask me anything about cmo.so: what I do, prices, which websites and channels I work with, or how to get started.
AI answers can be wrong.
They'll reply to by email.
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