Evidence gaps
Before/After AI Shopper Testing: Do Product Page Fixes Work?
Rerun the same AI shopper scenarios after product, policy, or schema fixes to prove what changed.
Updated June 6, 2026 · 7 min
Short answer
Before/after AI shopper testing compares the same scenario before and after a merchant-controlled change.
- Keep the scenario stable.
- Record the evidence changed.
- Compare outcome, citations, and competitor position.
Good fix candidates
The best early fixes are concrete facts that agents repeatedly miss or competitors prove better.
- Product fit and compatibility.
- Identifiers and structured fields.
- Policy answers.
- Review and trust proof.
Turn this into a real scenario report
Run an audit to see transcripts, competitor outcomes, evidence gaps, and rerun recommendations for your own store.
Run a shopper audit