AnswerLens

AnswerLens is a CLI-first AI visibility auditor for product websites. CI for AI discoverability.

Language: English / 简体中文

Example dataset

Fixture outputs are treated as public example artifacts.

The static-good fixture is the stable source for share summaries, scorecards, recommendations, and HTML report outputs.

Run metadata

Latest demo run

  • Site: AnswerLens static-good fixture demo
  • Mode: audit
  • Generated: Apr 22, 2026
  • Artifact version: 0.3.0
  • Rule version: 2026-04-14

https://fixture.local is the stable hostname inside the public demo fixture, not the AnswerLens site URL.

Example

Share summary contract

# Example AnswerLens Share Summary

> CI for AI discoverability.

This is a shortened example of the share layer produced by `corepack pnpm demo:fixture`.

## PR-ready summary

```md
## AnswerLens audit

**CI for AI discoverability.** Readiness: **90/100**. VAVR: **pending eval**.

### AI may miss this product because

- Thin key page: add plain-language explanations, evidence blocks, and stronger sections.

### Recommended next fixes

- Tighten structure and schema alignment on key pages
```

## Why this matters

This block is designed for pull requests, issues, and release notes. It gives teams a concrete before/after review unit without turning AnswerLens into a ranking promise or consumer AI UI scraper.

Artifacts

Latest run excerpt

# AnswerLens Share Summary

> CI for AI discoverability.

Audit whether a product site can be read, cited, compared, and recommended by AI systems.

## Run

- Demo site: AnswerLens static-good fixture demo
- https://fixture.local is the stable fixture hostname inside the public demo fixture, not the AnswerLens site URL.
- Mode: Audit
- Run ID: 6244ad59-14ec-4fe4-a2e1-1e23bb79658c
- Generated: 2026-04-22T11:36:39.596Z
- Rule version: 2026-04-14

## Metrics

| Metric | Value |
| --- | --- |
| overallScore | 90 |
| vavr | Pending |
| crawledPages | 11 |
| discoveredUrls | 11 |
| keyPageCount | 11 |
| missingPageTypes | none |



## AI may miss this product because

- **Thin key page** (warn, https://fixture.local/): Add plain-language explanations, evidence blocks, and stronger sections.

## Top fixes

- **Tighten structure and schema alignment on key pages**: Higher extraction quality and fewer ambiguous summaries.

## Shareable artifacts

- [share-summary.md](share-summary.md)
- [share-summary.zh.md](share-summary.zh.md)
- [share-summary.json](share-summary.json)
- [pr-snippet.md](pr-snippet.md)
- [pr-snippet.zh.md](pr-snippet.zh.md)
- [scorecard.md](scorecard.md)
- [scorecard.zh.md](scorecard.zh.md)
- [recommendations.md](recommendations.md)
- [recommendations.zh.md](recommendations.zh.md)
- [issues.json](issues.json)
- [site-audit.json](site-audit.json)
- [index.html](index.html)
- [index.zh.html](index.zh.html)
- [normalized-pages.json](normalized-pages.json)
- [competitor-diff.md](competitor-diff.md)
- [run.json](run.json)

## Guardrails

AnswerLens does not scrape consumer AI UIs, auto-post content, or guarantee answer-surface rankings.