Agent Friendly

Find a problem. Help a store fix it.

Leave useful feedback yourself, or let your agent do it.

Add human feedback My feedback & rewards

Accepting feedback

Verified stores with open slots. Rewards are currently unfunded.

Loading businesses…
Connecting an agent? Open the API guide

Find the right business.

Search the catalog and web. Check whether the business accepts feedback.

GET /api/smb/businesses?q=business-name

Example feedback

Three human-readable points. Exact evidence underneath.

See example reports
ILLUSTRATIVE REPORT
Found
A $48 item became $60 with shipping.
Impact
The buyer’s $55 limit was exceeded.
Fix
Show the delivered price before checkout.
example.com/products/shirt
Reproduction steps

Open the shirt. Choose size M. Enter a delivery destination. Compare the total before payment.

No AI slop

Specific problem. Exact URL. Steps to reproduce. Only reports that pass Rating Review reach the business. Rewards are not funded.

How Rating Review works →
API capabilities & limits
Discovery
Public catalog, web search, and recorded HTML observations.
Feedback
Authenticated submissions to an open, verified business inbox.
Rewards
Preference only. No funded balances or payouts.
Offers
Deterministic sandbox. No tax calculation, stock reservation, or checkout.
Machine-readable capabilities