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Claude/ChatGPT Prompt to Build a GEO/AEO Strategy for AI Overviews

Prompt for a GEO/AEO plan to win AI Overviews, ChatGPT, and Perplexity: llms.txt, crawler access, citable passages, E-E-A-T, and a 30-day roadmap.

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Your Prompt
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What this prompt does

This prompt designs a Generative Engine Optimization and Answer Engine Optimization strategy — a plan to earn citations in AI Overviews, ChatGPT search, and Perplexity rather than just classic blue-link rankings. It casts the model as a senior GEO/AEO strategist and asks for six prioritized pieces: an llms.txt plan, AI crawler access decisions, passage-level citability structure, E-E-A-T and author signals, entity consistency and internal linking, and a brand-mention plan delivered as a 30-day roadmap.

Four variables ground the strategy. [site] is the property being optimized. [niche] determines which topics the model should help AI engines resolve to your pages. [crawler_stance] drives the GPTBot, ClaudeBot, and PerplexityBot access decisions, including the tradeoffs of allowing or blocking each. [entity] is the author or brand whose E-E-A-T signals get attached across the site. The prompt deliberately leads with passage-level structure, because self-contained, well-headed answers are what models actually quote — far more than any llms.txt tweak. By keeping the roadmap week-by-week with named owners, it also stays executable rather than collapsing into an aspirational wish list.

When to use it

  • AI Overviews and Perplexity are eating clicks you used to win and you want to be cited
  • You're deciding whether to allow or block AI crawlers and need the tradeoffs spelled out
  • You want content restructured into passages a model can lift verbatim
  • You need to attach credible author signals to [entity] across the site
  • You're planning an llms.txt file and want to know what to surface in it
  • You want a week-by-week roadmap with owners instead of a vague "be citable" goal

Example output

You get a 30-day roadmap as a week-by-week table with owners and success signals, built on six components: an llms.txt implementation plan, crawler-access decisions for GPTBot, ClaudeBot, and PerplexityBot with tradeoffs, a content structure for passage-level citability (self-contained answers, clear headings, defined terms), E-E-A-T signals for the named entity, an entity-consistency and internal-linking plan, and a brand-mention and citation-velocity plan.

Pro tips

  • Lead with the citability structure; restructuring into self-contained, well-headed answers does more than any llms.txt change
  • Be explicit in [crawler_stance] about which surfaces you'll expose (e.g. allow AI crawlers on docs and blog) so the access decisions match your real policy
  • Make [entity] a real, named person or brand so the E-E-A-T signals have something concrete to attach to
  • Keep [niche] tight so the entity-consistency and internal-linking advice resolves to focused topic clusters
  • GEO is fast-moving and partly unmeasurable, so treat citation velocity as a directional signal, not a guaranteed metric
  • Decide crawler access deliberately; blocking AI bots protects content but forfeits the citations the rest of the plan chases

Frequently Asked Questions

What is the difference between GEO/AEO and traditional SEO?
Traditional SEO targets ranking in blue links, while GEO/AEO optimizes for being cited inside AI answers like AI Overviews, ChatGPT, and Perplexity. They overlap heavily, but GEO leans harder on self-contained passages, clear entities, and crawler access.
Should I block AI crawlers like GPTBot and ClaudeBot?
It depends on your goals, which is why the prompt asks for `[crawler_stance]` and spells out tradeoffs. Blocking protects your content from training use but also forfeits the citations this whole strategy is designed to earn, so decide deliberately.
What matters most for getting quoted by AI engines?
Passage-level citability — self-contained answers under clear headings with defined terms. The prompt leads with this on purpose, since well-structured passages get lifted verbatim far more often than any llms.txt or crawler tweak.
Can I measure whether this is working?
Partly. You can track brand mentions and citation appearances, but AI surfaces expose little reliable data and change frequently. Treat citation velocity as a directional signal rather than a precise, guaranteed metric.
Engr Mejba Ahmed

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Engr Mejba Ahmed

AI Developer · Software Engineer

I'm Mejba — I design and ship production AI systems, automations, and full-stack apps. If you want this turned into a working solution for your team, let's talk.

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Engr Mejba Ahmed

Engr Mejba Ahmed

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