# AI Product Comparison Audit

Companion to **Can Your Product Data Survive an AI Comparison?**

Post 36 ([`agent-choice-optimization-signals.md`](agent-choice-optimization-signals.md)) is the **strategic decision layer**. This is a **merchant audit** of missing/weak comparison data.

AI may compare: price, features, attributes, reviews, availability, delivery, return policy, compatibility.

## Audit (one category)

| Check | Pass | Fail |
| ----- | ---- | ---- |
| Missing data | Required attrs populated | Empty size/width/material |
| Weak descriptions | Specs in fields, not only prose | Adjective-only copy |
| Inconsistent specifications | Same unit/taxonomy across SKUs | “M” vs “Medium” vs “m ” |
| Missing comparisons | Shared attribute schema | Incomparable SKUs |
| Poor product attributes | Filter/facet = agent fields | Facets lie |

Score **your** category. Demo SKUs in posts are fixtures.

## Related

- Passport: [`ai-product-passport-schema.md`](ai-product-passport-schema.md)
- Catalog contract: [`ai-ready-catalog-contract.md`](ai-ready-catalog-contract.md)
- Agent choice: [`agent-choice-optimization-signals.md`](agent-choice-optimization-signals.md)