## AnswerLens audit

**CI for AI discoverability.** Readiness: **87/100**. VAVR: **Pending**.



### AI may miss this product because

- Thin key page: Add plain-language explanations, evidence blocks, and stronger sections.
- Compare page does not name declared competitors: Name the highest-priority competitors and explain fit differences directly on the page.
- Compare pages do not mention declared competitors: Add explicit alternatives or versus pages for the highest-priority competitors.

### Recommended next fixes

- Tighten structure and schema alignment on key pages
- Close FAQ, compare, integrations, and use-case gaps

<details>
<summary>Artifacts and guardrails</summary>

- Share summary: `share-summary.md`
- Scorecard: `scorecard.md`
- Recommendations: `recommendations.md`
- Machine-readable summary: `share-summary.json`
- Copyable starter: https://github.com/YSCJRH/ai-visibility-auditor/blob/main/docs/starter-bundle.md
- First-run story template: https://github.com/YSCJRH/ai-visibility-auditor/blob/main/docs/first-run-story.md
- Show and tell Discussion form: https://github.com/YSCJRH/ai-visibility-auditor/discussions/new?category=show-and-tell

AnswerLens does not scrape consumer AI UIs, auto-post content, or guarantee answer-surface rankings.
Keep API keys, private analytics, and raw provider payloads out of public PRs, issues, release notes, and Discussions.

</details>