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Content, SEO & AEO Open source · MIT v1.0.0

AEO answer optimizer Claude skill

Use this when buyers ask AI assistants which tool to use and your brand is missing or described wrongly. AI answers favour sources that state facts clearly, answer the question directly and are confirmed by other sources.

  • 5-step play
  • 4 guardrails
  • 2 files
  • Human approval built in

Use it when you want your brand recommended and cited by AI assistants and answer engines (ChatGPT, Claude, Gemini, Perplexity, AI Overviews).

Then just ask your agent

“Audit how AI assistants describe us for 'best AI SDR tools' and fix our pages.”

Watch it work

One request in, expert work out

What happens when you ask your agent with this skill installed. Every step below comes straight from the skill.

Your agentApproval on
You

Audit how AI assistants describe us for 'best AI SDR tools' and fix our pages.

Loaded skill aeo-answer-optimizer
  1. Map the questions
  2. Audit current answers
  3. Rewrite pages for extraction
  4. Make it machine-readable
  5. Build corroboration
Question map · Current answer audit · Page rewrites

Ready for your review. Nothing is sent or changed until you approve.

  • 5Steps in the play
  • 4Guardrails
  • 2Files in the skill
  • 3 minTo read it all

What good looks like

  • One consistent fact sheet about the product, reused everywhere.
  • Comparison and "best for" pages that are honest about fit; assistants pick up balanced sources.
  • Progress measured by mentions and citations on the priority questions, checked monthly.

What you bring

  • Category and product
  • Key pages
  • Buyer questions

What you get

  • Question map
  • Current answer audit
  • Page rewrites
  • Structured data and corroboration plan
Raw
name:aeo-answer-optimizer description:Use this skill when you want your brand recommended and cited by AI assistants and answer engines (ChatGPT, Claude, Gemini, Perplexity, AI Overviews): "answer engine optimisation", "get cited by ChatGPT", "AEO audit", "why doesn't…

Use this when buyers ask AI assistants which tool to use and your brand is missing or described wrongly. AI answers favour sources that state facts clearly, answer the question directly and are confirmed by other sources.

Inputs

  • The category, product and the facts that define it (who it is for, pricing model, key capabilities, integrations).
  • The pages that should be cited: home, product, pricing, comparisons, docs.
  • The questions buyers ask (from sales calls, search and support).

The play

1. Map the questions

Group buyer questions by type: "what is", "best tools for", "x vs y", "how to", "how much does", "is x good for <use case>". Prioritise commercial questions where a recommendation is made.

2. Audit current answers

Ask several assistants the top questions. Record whether you are mentioned, what is said, which sources are cited and what is wrong or outdated. Repeat monthly; answers change.

3. Rewrite pages for extraction

Read references/aeo-checklist.md for the page-level checklist. The core:

  • Lead each section with a direct, one or two sentence answer, then the detail.
  • State facts plainly and consistently across pages: what it is, who it is for, price, limits.
  • Use comparison tables with clear criteria; assistants reuse tables well.
  • Name entities precisely: product names, categories, integrations, use cases.
  • Keep facts fresh and dated where they change.

4. Make it machine-readable

Organization, Product or SoftwareApplication, FAQPage and Article schema; a clean sitemap; fast, crawlable HTML (key text not hidden behind scripts); an llms.txt summary with links to the most important pages; and no blocking of the AI crawlers you want to be cited by.

5. Build corroboration

Assistants trust facts confirmed elsewhere: review sites, directories, partner pages, community answers, credible articles. Make sure third-party descriptions match your own.

Output format

Question map: <question - type - priority - currently mentioned? - cited sources>
Wrong or missing facts: <...>
Page fixes: <page - change - why>
Schema and technical: <...>
Corroboration targets: <sources to update or earn>
Re-check: <date and questions to re-run>

What good looks like

  • One consistent fact sheet about the product, reused everywhere.
  • Comparison and "best for" pages that are honest about fit; assistants pick up balanced sources.
  • Progress measured by mentions and citations on the priority questions, checked monthly.
  • The common mistake is writing for keywords alone, with answers buried in paragraph four of a long intro.

Rules

  • MUST keep every claim accurate and consistent across pages.
  • MUST measure with repeatable question sets over time, not one-off screenshots.
  • NEVER publish fake reviews, fake third-party pages or hidden text aimed at AI crawlers.
  • NEVER make claims about competitors you cannot support.

Example prompts

  • "Audit how AI assistants describe us for ‘best AI SDR tools’ and fix our pages."
  • "Rewrite our pricing page so answer engines quote it correctly."
  • "Build a monthly AEO tracking sheet for our 20 most important buyer questions."
Try it

Ask your agent like this

Once the skill is installed, plain requests like these load it automatically. Swap in your own company, buyer and numbers.

  • “Audit how AI assistants describe us for 'best AI SDR tools' and fix our pages.”

  • “Rewrite our pricing page so answer engines quote it correctly.”

  • “Build a monthly AEO tracking sheet for our 20 most important buyer questions.”

FAQ

AEO answer optimizer skill: your questions

What it does, how to install it and how it keeps you in control.

Rather have it done for you? Book a short demo and see Penny run this play on your own market.
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What does the AEO answer optimizer skill do?

Use this when buyers ask AI assistants which tool to use and your brand is missing or described wrongly. AI answers favour sources that state facts clearly, answer the question directly and are confirmed by other sources. You get: question map, current answer audit, page rewrites, structured data and corroboration plan.

When should I use the aeo answer optimizer skill?

Use it when you want your brand recommended and cited by AI assistants and answer engines (ChatGPT, Claude, Gemini, Perplexity, AI Overviews).

How do I install AEO answer optimizer in Claude Code?

Run /plugin marketplace add prosyo-ai/gtm-skill and then /plugin install gtm-skills@prosyo to add the whole library, or run npx skills add prosyo-ai/gtm-skill –skill aeo-answer-optimizer for this skill alone. In Claude.ai, download the .zip from this page and upload it under Settings, Capabilities, Skills.

What do I need to give the agent?

Have these ready: category and product, key pages, buyer questions. If something is missing, the skill tells the agent to ask for it rather than guess.

Does it work with ChatGPT, Codex, Cursor or Gemini?

Yes. The skill is a plain SKILL.md file with no vendor lock-in. Agents that load skills natively (Claude Code, Claude.ai, Codex, Cursor, Gemini CLI and others) pick it up automatically; anywhere else, paste the file into the conversation as instructions.

Will it send emails or messages on its own?

No. Every skill in the library drafts, researches and analyses, and waits for a person to approve anything that sends, schedules or changes records in bulk. Your inbox, CRM and accounts stay under your control.

Is it free, and can I change it?

Yes. It is free and MIT-licensed. Copy it, adapt it to your market and voice, and if you improve it, open a pull request so everyone gets the better version.

Open source

Have a play that works? Share it as a skill.

Paste this into Claude, Codex or any agent. It interviews you about your play, writes the skill in the house format, checks it and opens the pull request. Once it is merged, it shows up here with your name on it.

Prompt for your agent

Fetch https://raw.githubusercontent.com/prosyo-ai/gtm-skill/main/AGENTS.md and follow its submission flow. Interview me about my GTM play (the real numbers, rubrics and examples), draft it in their format with reference pages, validate it and open the pull request.

Two ways to run it

Run it yourself, or put it on autopilot

The skill gives your agent the playbook. Penny, the Prosyo AI SDR, runs plays like this for you every day across LinkedIn and email.

Free · this skill
You and your agentBest for trying the play and one-off work
  • Your agent follows the aeo answer optimizer playbook step by step
  • You bring the inputs and run it when you need it
  • Works in Claude, Codex, Cursor and 40+ agents
  • You review every draft before it goes anywhere
Prosyo AI SDR
Penny runs it for youBest for a pipeline that grows every day
  • Finds the right buyers for your ICP every day
  • Writes from what each prospect actually posted
  • Follows up on LinkedIn and email at a safe, human pace
  • Every reply lands in one inbox with an answer drafted
  • You approve what goes out
Meet Penny
Meet Penny
7 days free · no card

Skills draft the play. Penny runs it.

Penny, the Prosyo AI SDR, finds your buyers, writes from what they actually posted, follows up on LinkedIn and email and lands every reply in one inbox with an answer ready. 7 days free, no card.

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