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Content quality and E-E-A-T analysis with AI citation readiness assessment.
Passed 18 of 21 test cases with the skill, and 13 of 21 without it.
and 3 more in the full report
5 fixed14 passed either way3 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
This benchmark measured an earlier version of the skill.
A newer attempt on gemini-3.6-flash on 10/2/2026 did not produce a publishable comparison (not comparable). The snapshot above is the previously measured run.
One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.
When auditing content visibility in Google's conversational AI Mode search surface, which underlying language model version officially powers Google AI Mode?
| Checked | Without skill | With skill |
|---|---|---|
| Identifies Gemini 2.5 as the language model powering Google AI Mode. | Missed | Passed |
The instructions your model reads when the skill loads.
Before scoring E-E-A-T sub-factors, every page audit should pass Google's own three-question heuristic from the helpful-content guide:
| Question | What to look for |
|---|---|
| Who created it? | Visible byline, author bio page, professional credentials. Required where readers expect it; non-negotiable for YMYL. |
| How was it created? | Process disclosure where readers would reasonably ask, especially for AI-assisted content. Original research / first-hand evidence / lived experience. |
| Why does it exist? | "To help people" rather than "to attract search clicks." Watch for niche entry without expertise, content churn for freshness signals, content written to a word-count target. |
Primary source: https://developers.google.com/search/docs/fundamentals/creating-helpful-content
When all three answers are weak, the page is at risk under the core ranking system's helpfulness signals (formerly the standalone Helpful Content System, merged into core during the March 2024 update).
Read ${CLAUDE_PLUGIN_ROOT}/skills/seo/references/eeat-framework.md for full criteria and ${CLAUDE_PLUGIN_ROOT}/skills/seo/references/eeat-scoring-guide.md for score bands.
test cases passed, vs 13 / 21 without
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