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Optimize content and site structure for AI-driven search experiences including AI overviews, large language model citations, generative answer engines, and AI assistants.
Passed 21 of 23 test cases with the skill, and 18 of 23 without it.
3 fixed18 passed either way2 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 3 test cases the skill fixed. Same model, same prompt, with and without the skill.
Generative answer engine models updated their citation algorithms twice this year. How frequently should our team re-test priority queries against major AI search products?
| Checked | Without skill | With skill |
|---|---|---|
| Specifies re-testing priority queries quarterly. | Missed | Passed |
The instructions your model reads when the skill loads.
Answer Engine Optimization (AEO) and Generative Engine Optimization (GEO). Make content discoverable, extractable, and citable by AI search experiences.
This skill encodes principles. AI search products evolve fast. The principles age slower than the products.
seo-onpage or seo-technical)seo-keyword)seo-offpage)This skill stacks on top of those. Strong AEO/GEO requires strong fundamental SEO underneath.
AI search visibility comes from five stacked layers. Each layer compounds.
test cases passed, vs 18 / 23 without
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