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Optimize content for AI citation (GEO).
Passed 20 of 23 test cases with the skill, and 13 of 23 without it.
and 7 more in the full report
9 fixed11 passed either way1 still failing2 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.
We want to quickly optimize an article about industrial IoT sensors for AI retrieval by adding an FAQ section. How many questions should be included in a quick-win FAQ section according to recommended guidelines?
| Checked | Without skill | With skill |
|---|---|---|
| Recommends including 5 to 7 questions in the FAQ section. | Missed | Passed |
The instructions your model reads when the skill loads.
SEO = Rank in search results GEO = Get cited in AI-generated answers
| Dimension | Low (1-2) | High (4-5) |
|---|---|---|
| Definition Clarity | Vague | Citable definitions with metrics |
| Quotable Statements | Generic claims | Specific facts with sources |
| Factual Density | Opinion-heavy | Data-packed |
| Source Citations | None | Traceable to authority |
| Q&A Format | Prose only | Explicit Q&A sections |
| Authority Signals | No credentials | Expert bylines, credentials |
| Content Freshness | Outdated | Dated citations, recent data |
| Structural Clarity | Poor hierarchy | Clear headers, lists, tables |
Score each dimension 1-5. Total /40:
test cases passed, vs 13 / 23 without
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