Operational reports
Daily and weekly commerce briefs with evidence, warnings, approval status, and next actions.
Feature map
Daily and weekly commerce briefs with evidence, warnings, approval status, and next actions.
Demand signals are ranked and explained before a merchant invests in a product or campaign.
Claims, sustainability notes, and customer-impact risks stay visible before recommendations ship.

3 domains
Approval-first reports
0 silent
Merchant-impacting writes
6 public
Demo paths
Hemang Vyas
Implementation owner

Merchant trust
“The product explains why a recommendation exists before asking a merchant to approve it. That is the right posture for commerce AI.”
“The ethics review layer makes the demo feel practical instead of speculative. It is clear what a merchant should inspect next.”
“The standalone site gives enough context to sell the idea before exposing a store or customer data.”