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AI Search & Answer Engine Optimization (GEO)

marketing-ai-search-optimization

Improve visibility in AI search and answer engines (ChatGPT, Perplexity, Gemini, Google AI Overviews) using GEO: crawl controls (robots/WAF/llms.txt), answer-ready content and entity pages, citation strategy, and measurement (query bank, share of model).

SKILL.md

Full skill instructions

AI Search & Answer Engine Optimization (GEO)

Improve how assistants retrieve, summarize, and cite your pages.

For traditional SEO: Use marketing-seo-complete instead.

Quick start (30–60 min)

  1. Build a query bank (30–100 queries): problems, comparisons, “best”, “vs”, integrations, and pricing questions.
  2. Confirm assistants can fetch content (robots/​WAF/​SSR): use assets/​audits/​crawler-access-audit.md.
  3. Run a baseline visibility audit: use assets/​audits/​search-visibility-audit.md and assets/​audits/​ai-search-content-audit.md.
  4. Ship one high-leverage page update: use assets/​content/​ai-search-content-brief.md + assets/​content/​answer-focused-article-template.md.
  5. Set up measurement + retest cadence: use references/​measurement-analytics.md and assets/​testing/​ai-search-testing-protocol.md.

Core workflow

1) Decide scope (avoid wasted work)

  • Confirm discovery channel: check whether your ICP uses assistants for research and comparisons.
  • Pick one primary platform first (Google AI Overviews vs ChatGPT vs Perplexity) based on your audience.
  • Treat GEO as additive: keep classic SEO and conversion work running.

2) Ensure assistants can access your content

  • Allow/​deny crawlers explicitly: use references/​ai-crawler-technical-setup.md and assets/​technical/​robots-txt-ai-crawlers.md.
  • Reduce JS dependency for critical copy (SSR/​SSG): use assets/​technical/​server-side-rendering-guide.md.
  • Add llms.txt when useful as a navigation map (not a guarantee): use assets/​technical/​llms-txt-template.md.

3) Make pages easy to extract and cite

  • Put a direct, quotable answer block in the first screenful (then expand with proof).
  • Use stable entities (product, category, competitors, integrations): use references/​entity-semantic-optimization.md.
  • Use repeatable content structures for questions, comparisons, and “best for”: use references/​content-structure-patterns.md.
  • Create/​refresh high-intent pages first (alternatives, integrations, pricing, security, implementation): use assets/​strategy/​ai-search-growth-plan.md.

4) Add proof and trust hooks (citation fuel)

  • Prefer primary sources and verifiable numbers; attribute claims clearly.
  • Show authorship, review, and freshness (dateModified / “Last updated”) where appropriate.
  • Avoid “LLM bait”: prioritize user value and factual accuracy.

5) Measure, iterate, and defend against regressions

  • Track “share of model” / citation share using your query bank, not vanity rankings.
  • Re-test after shipping changes; keep snapshots of answers and citations.
  • Separate SEO wins vs assistant visibility wins; avoid false attribution.

What to load (progressive disclosure)

  • Platform notes: references/​platform-google-ai-overviews.md, references/​platform-chatgpt.md, references/​platform-perplexity.md, references/​platform-gemini.md, references/​platform-claude.md
  • Technical access: references/​ai-crawler-technical-setup.md, references/​ai-indexing-complete-guide.md
  • Measurement: references/​measurement-analytics.md, references/​llm-tracking-tools.md
  • Prompt/​query mining: references/​prompt-query-optimization.md, references/​competitor-citation-gap.md, references/​citation-optimization-strategies.md
  • Primary sources list: data/​sources.json

Guardrails

  • Do not use prompt injection or hidden instructions in public pages.
  • Do not claim endorsements or fabricate sources, stats, or quotes.
  • Treat robots.txt as policy; enforce access with auth/​WAF where needed.

Resources

Templates

International Markets

This skill uses US/​English market defaults. For international AI search optimization:

NeedSee Skill
Regional AI platforms (Baidu AI, Yandex)marketing-geo-localization
Non-English content optimizationmarketing-geo-localization
Regional search behavior differencesmarketing-geo-localization
Multilingual schema markupmarketing-geo-localization

Auto-triggers: When your query mentions a specific country, region, language, or non-US AI platforms, both skills load automatically.


Related Skills

SkillPurpose
marketing-seo-completeTraditional SEO
marketing-content-strategyContent planning
software-frontendSSR implementation
project-aeo-monitoring-toolsBuild custom AEO monitoring infrastructure (APIs, scraping, pipelines)

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