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Generative Engine Optimization (GEO) for AI search visibility. Optimize content to appear in ChatGPT, Perplexity, Claude, and Google AI Overviews.
Passed 18 of 22 test cases with the skill, and 11 of 22 without it.
and 8 more in the full report
8 fixed10 passed either way3 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.
List all seven standard evaluation categories used in a full GEO Audit Checklist and specify the maximum point total for each category.
| Checked | Without skill | With skill |
|---|---|---|
| Lists Entity Clarity, Quotable Facts, FAQ Coverage, Comparison Positioning, Structural Clarity, Authority Signals, and Freshness. | Missed | Passed |
| Assigns a maximum score of 10 points to each of the seven categories. | Missed | Passed |
The instructions your model reads when the skill loads.
Optimize content to appear in AI-powered search engines (ChatGPT, Perplexity, Claude, Google AI Overviews). GEO is about being parseable, quotable, and authoritative — not keyword stuffing.
| Goal | Tactic |
|---|---|
| Get cited in AI answers | Add specific statistics, quotable facts |
| Appear in comparisons | Create definitive comparison tables |
| Answer user questions | Comprehensive FAQ sections |
| Establish entity | Clear first-paragraph definitions |
| Build authority | Third-party mentions, backlinks, freshness signals |
| Aspect | Traditional SEO | GEO |
|---|---|---|
| Goal | Rank on SERPs | Get cited in AI responses |
| Keywords | Exact match matters | Semantic understanding |
| Content style | Can be promotional | Must be factual, neutral |
| Structure | Headers for scanning | Headers + parseable data |
| Links | Backlinks for authority | Citations + entity mentions |
| Freshness | Helpful | Critical (LLMs prefer recent) |
| Format | Long-form wins | Quotable chunks win |
Score each page 0-2 points per item (0=missing, 1=partial, 2=excellent):
test cases passed, vs 11 / 22 without
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