ai-search-optimization
GitHub优化内容以适配AI检索与引用,提升品牌在AI回答中的准确率。适用于流量转向AI答案、品牌被误述或需规划检索导向内容的场景。
Trigger Scenarios
Install
npx skills add cbrock84/headcount --skill ai-search-optimization -g -y
SKILL.md
Frontmatter
{
"name": "ai-search-optimization",
"description": "Optimizes for AI assistants and AI-generated answers — being retrievable, being cited, and being represented accurately when a model answers on your behalf. Use this when traffic is shifting from links to AI answers, when a brand is misrepresented or absent in AI responses, when planning content for retrieval rather than ranking, or when deciding how AI search changes an existing SEO program."
}
AI search optimization
Classical SEO optimizes to be clicked. This optimizes to be quoted — often with no click at all. That changes what a good page looks like.
What gets cited
- Self-contained passages. A retrieved chunk arrives without the surrounding page. Each section must make sense alone, with its subject named rather than pronominalized.
- Direct answers near the question. Bury the answer under three paragraphs of context and the passage retrieved will be the context.
- Specific, checkable facts — numbers, dates, named methods, stated conditions. Vague claims are neither retrievable nor quotable.
- Attributable expertise. Named authors, stated credentials, dated content, and cited sources. Anonymous undated content is weakly weighted.
- Structure that survives extraction — real headings, real lists, real tables. Layout implied by styling disappears.
Practical moves
- Answer the question in the first sentence under each heading, then elaborate.
- Write headings as the questions people actually ask.
- Define your own terms on your own pages, so the model's definition traces to you.
- Keep facts consistent across your site. Contradictions get resolved against you.
- Maintain the boring canonical pages — pricing, comparisons, specifications, FAQ. These are heavily retrieved and usually neglected.
Being represented accurately
Assistants assemble an answer about you from whatever is available, weighted toward third-party and structured sources. Where those are thin or stale, the answer will be wrong.
Audit periodically: ask several assistants what your company does, who it is for, what it costs, and how it compares. Note the errors and trace them to a source. The fix is almost always publishing or correcting the source, not the assistant.
Measuring
Click-through will fall on informational queries even as influence rises. Track citation and mention frequency, and downstream branded search and direct traffic, rather than judging this program on organic sessions — that metric will say you are losing while you are winning.
Never
- Optimize for one assistant's current behavior. Retrieval and citation rules change without notice and without a changelog.
- Assume being crawlable means being citable. Models cite sources that answer a question cleanly, not sources that merely exist.
- Leave an inaccurate representation uncorrected because it is not on your site. The claim propagates whether or not you own the page it came from.
Version History
- d58a7ee Current 2026-09-02 21:05


