# Merchant Outcome: Source-First Catalog QA Tool Validate catalogs per qualified row with automated refunds for failed rows. - **Source:** [Hacker News: Show HN](https://news.ycombinator.com) - **Published:** 2026-09-09 - **Topic:** [Product Management](https://brifing.si/c/product) - **Original article:** - **On Brifing:** https://brifing.si/s/35564870-ca8b-4c3f-9328-de895d1908f8 ## Introduction to Merchant Outcome Merchant Outcome is a source-first catalog QA tool designed to validate small, authorized CSV or XLSX files. It charges per qualified row and automatically refunds failed rows. The tool offers a free five-row synthetic check to help users understand the process before committing to a full validation. ## How It Works Users can drop a CSV or XLSX file up to 5 MB in size. The tool maps supplied catalog columns into a consistent listing shape and flags missing or over-limit fields. Rows are charged per qualified row, and failed rows are refunded automatically. The process ensures data accuracy and consistency. ## Pricing Structure Pricing is flexible: $9 for 50 credits, $19 for 250 credits, and $49 for 1,000 credits. One qualified row equals one credit. Failed rows are refunded, and free sample runs never consume credits. This pricing model ensures users only pay for successful validations. ## Privacy and Data Deletion The tool records confirmations with each upload and provides detailed privacy and data deletion information. Users can rest assured that their data is handled securely and that sensitive personal data is not uploaded. ## Result Contract The result contract is source-first, meaning rows that require a human decision remain marked for review. This approach ensures that all validations are accurate and that any necessary manual interventions are clearly identified. ## Sample CSV Usage Users are encouraged to use the sample CSV or a small catalog export containing a SKU, title, and description. This helps in understanding the tool's capabilities and ensures that the validation process is smooth and efficient. ## Benefits for Merchants Merchant Outcome offers merchants a reliable way to ensure their catalog data is accurate and consistent. The automated QA process saves time and reduces the risk of errors, while the flexible pricing model ensures cost-effectiveness. ## Importance of Catalog Validation Accurate catalog data is crucial for maintaining customer trust and ensuring smooth operations. Merchant Outcome provides a robust solution for validating catalog data, helping merchants avoid costly mistakes and improve overall efficiency. ## Sources covering this story - https://merchant.ainetcafe.com/ — --- _Summary written by Brifing from the original reporting. Copyright in the original article belongs to its publisher; read the full piece at the link above._