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Extract and display insights from Shopify and Loop Returns dashboards Pinch AI: Fraud & Return Abuse Co-Pilot Identify and turn trusted customers into repeat buyers. Eliminate abusers, resellers, and fraudsters. Pinch is an AI-powered platform for e-commerce businesses to improve return experiences and customer loyalty. It analyzes over a hundred data points against telltale signs, while also evaluating customer trustworthiness and return behavior. This intelligence allows sellers to offer adaptive return policies. Trusted shoppers benefit from flexible options and personalized incentives, encouraging repeat purchases and loyalty. The platform deters return abuse by making it financially unrewarding.
rating_count is the Chrome Web Store ratings count, not a written-review count.
Media assets
Screenshots and videos on the listing.
Has promo video
Whether the listing includes at least one video.
Languages
Declared language locales.
Developer website
Listing exposes a developer website URL.
Contact email
Listing exposes a contact email.
Keyword in name
Case-insensitive substring match in the name.
Keyword in description
Case-insensitive substring match in the description.
Keyword occurrences in description
Count of case-insensitive occurrences in the description.
Category user-count percentile
Share of same-category extensions with fewer users (null if unknown).
These are transparent listing completeness / keyword signals, not a prediction of Chrome Web Store search ranking.