BiasBounty

BiasBounty is a web app (with optional mobile companion) that lets companies run controlled “bug bounty” programs for AI ethics issues: bias, harmful outputs, privacy leaks, and policy violations. Teams publish a scoped test brief (model, use case, protected attributes, red lines, reward tiers), and vetted testers submit reproducible reports with prompts, outputs, environment details, and impact analysis. The platform auto-screens submissions for duplicates and basic validity, then routes high-signal reports to reviewers. Companies get a dashboard that quantifies risk by severity, affected groups, and business context, and generates remediation tickets with evidence. This is an AI app + traditional app: AI helps triage, cluster similar reports, and draft mitigation steps, but humans make final calls. Realistically, it won’t “prove fairness”; it will surface concrete failures faster and cheaper than internal testing alone.