中文导读
GEO Optimization 是一套面向一人公司的流量 playbook，帮助你用更少的人力完成更稳的增长、交付与决策。
概览
Generative Engine Optimization is the skill of making a page easy for answer engines to understand, trust, extract, and cite. For a one-person company, GEO is not a side project. It is how your best pages show up in ChatGPT, Perplexity, Google AI Overviews, and Claude when buyers ask high-intent questions. A good GEO page is specific, sourced, current, and structured so an answer engine can lift the right sentence without guessing.
适用场景
Use this when a page already targets an important topic but is not getting cited, when you rank in search but are invisible in answer engines, when your page sounds promotional instead of factual, or when you want to turn a high-intent skill page into a citation-worthy asset.
这个技能能做什么
This skill helps you turn a normal SEO page into an answer-engine-ready page. It sharpens entity definition, tightens the opening paragraph, adds direct answers, strengthens comparison language, improves source attribution, and makes the page easier to quote and summarize.
如何使用
Step 1: Start with the buyer prompt, not the keyword. Write the 10 to 20 real prompts a solo operator would ask, such as "best pricing model for a solo consultant" or "how should a one-person company refresh old SEO pages."
Step 2: Rewrite the first paragraph so it answers the core question in plain language within the first three sentences. Avoid hype. State what the thing is, who it is for, and why it matters.
Step 3: Add extractable blocks. Use short definitions, bullet lists, comparison tables, direct question-and-answer sections, and clear subheads. Answer engines pull clean chunks better than long fuzzy paragraphs.
Step 4: Add real proof. Use current numbers, cited sources, named examples, screenshots, or internal data points. A page that says "often better" is weak. A page that says "reduced revision cycles from five to two" is strong.
Step 5: Add explicit alternatives and tradeoffs. Good GEO pages do not dodge comparison. They explain when this approach works, when it does not, and what the practical alternative is.
Step 6: Refresh on purpose. Update stale numbers, examples, and FAQs. GEO pages decay faster when the market changes and your page still reads like last year's playbook.
输出结果
The output should include:
- A first paragraph that directly answers the topic
- A "by the numbers" or facts section
- A short FAQ aligned to real prompts
- A comparison block or tradeoff section
- A visible update date and concrete proof points
常见错误
Do not write for robots. Write for a buyer question and then make the answer easy to extract. Do not confuse schema with substance. Structured data helps, but thin content still loses. Do not hide behind brand language. Pages get cited when they are clear, neutral, and concrete. Do not treat GEO as separate from page quality. The page still has to be useful after the click.
SKILL.md 原文件
预览原始 SKILL.md. 下面可以直接查看完整原文。可滚动阅读、检查结构，再下载精确的 SKILL.md 原文件。
# geo-optimization
GEO Optimization
Overview
Generative Engine Optimization is the skill of making a page easy for answer engines to understand, trust, extract, and cite. For a one-person company, GEO is not a side project. It is how your best pages show up in ChatGPT, Perplexity, Google AI Overviews, and Claude when buyers ask high-intent questions. A good GEO page is specific, sourced, current, and structured so an answer engine can lift the right sentence without guessing.
When to Use This Skill
Use this when a page already targets an important topic but is not getting cited, when you rank in search but are invisible in answer engines, when your page sounds promotional instead of factual, or when you want to turn a high-intent skill page into a citation-worthy asset.
What This Skill Does
This skill helps you turn a normal SEO page into an answer-engine-ready page. It sharpens entity definition, tightens the opening paragraph, adds direct answers, strengthens comparison language, improves source attribution, and makes the page easier to quote and summarize.
How to Use
Step 1: Start with the buyer prompt, not the keyword. Write the 10 to 20 real prompts a solo operator would ask, such as "best pricing model for a solo consultant" or "how should a one-person company refresh old SEO pages."
Step 2: Rewrite the first paragraph so it answers the core question in plain language within the first three sentences. Avoid hype. State what the thing is, who it is for, and why it matters.
Step 3: Add extractable blocks. Use short definitions, bullet lists, comparison tables, direct question-and-answer sections, and clear subheads. Answer engines pull clean chunks better than long fuzzy paragraphs.
Step 4: Add real proof. Use current numbers, cited sources, named examples, screenshots, or internal data points. A page that says "often better" is weak. A page that says "reduced revision cycles from five to two" is strong.
Step 5: Add explicit alternatives and tradeoffs. Good GEO pages do not dodge comparison. They explain when this approach works, when it does not, and what the practical alternative is.
Step 6: Refresh on purpose. Update stale numbers, examples, and FAQs. GEO pages decay faster when the market changes and your page still reads like last year's playbook.
Output
The output should include:
A first paragraph that directly answers the topic
A "by the numbers" or facts section
A short FAQ aligned to real prompts
A comparison block or tradeoff section
A visible update date and concrete proof points
Common Mistakes
Do not write for robots. Write for a buyer question and then make the answer easy to extract.
Do not confuse schema with substance. Structured data helps, but thin content still loses.
Do not hide behind brand language. Pages get cited when they are clear, neutral, and concrete.
Do not treat GEO as separate from page quality. The page still has to be useful after the click.
预览原始 SKILL.md. 下面可以直接查看完整原文。可滚动阅读、检查结构，再下载精确的 SKILL.md 原文件。
# geo-optimization
GEO Optimization
Overview
Generative Engine Optimization is the skill of making a page easy for answer engines to understand, trust, extract, and cite. For a one-person company, GEO is not a side project. It is how your best pages show up in ChatGPT, Perplexity, Google AI Overviews, and Claude when buyers ask high-intent questions. A good GEO page is specific, sourced, current, and structured so an answer engine can lift the right sentence without guessing.
When to Use This Skill
Use this when a page already targets an important topic but is not getting cited, when you rank in search but are invisible in answer engines, when your page sounds promotional instead of factual, or when you want to turn a high-intent skill page into a citation-worthy asset.
What This Skill Does
This skill helps you turn a normal SEO page into an answer-engine-ready page. It sharpens entity definition, tightens the opening paragraph, adds direct answers, strengthens comparison language, improves source attribution, and makes the page easier to quote and summarize.
How to Use
Step 1: Start with the buyer prompt, not the keyword. Write the 10 to 20 real prompts a solo operator would ask, such as "best pricing model for a solo consultant" or "how should a one-person company refresh old SEO pages."
Step 2: Rewrite the first paragraph so it answers the core question in plain language within the first three sentences. Avoid hype. State what the thing is, who it is for, and why it matters.
Step 3: Add extractable blocks. Use short definitions, bullet lists, comparison tables, direct question-and-answer sections, and clear subheads. Answer engines pull clean chunks better than long fuzzy paragraphs.
Step 4: Add real proof. Use current numbers, cited sources, named examples, screenshots, or internal data points. A page that says "often better" is weak. A page that says "reduced revision cycles from five to two" is strong.
Step 5: Add explicit alternatives and tradeoffs. Good GEO pages do not dodge comparison. They explain when this approach works, when it does not, and what the practical alternative is.
Step 6: Refresh on purpose. Update stale numbers, examples, and FAQs. GEO pages decay faster when the market changes and your page still reads like last year's playbook.
Output
The output should include:
A first paragraph that directly answers the topic
A "by the numbers" or facts section
A short FAQ aligned to real prompts
A comparison block or tradeoff section
A visible update date and concrete proof points
Common Mistakes
Do not write for robots. Write for a buyer question and then make the answer easy to extract.
Do not confuse schema with substance. Structured data helps, but thin content still loses.
Do not hide behind brand language. Pages get cited when they are clear, neutral, and concrete.
Do not treat GEO as separate from page quality. The page still has to be useful after the click.
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