Upgrade checks
- At least 12 concrete data points near the top
- No unsupported empty adjectives in verdict areas
- Comparison table answers the most likely buyer doubt
- Fact, inference, and conclusion boundaries are visible
- CTA follows evidence and does not interrupt the answer
Matrix rollout note
This asset applies the GEO lesson to Revneey and the 11-site review matrix: AI search needs extractable data, concise decisions, comparison answers, and scenario-specific long-tail pages. Use it on Revneey first, then verticalize by site boundary before copying to fashion, beauty, home, kitchen, travel, eco, or broad comparison sites.