It converts bold claims into odds and plain risk warnings.
ProblemPeople routinely trust confident AI answers even when those answers are wrong, and most interfaces do not show uncertainty in a usable way.SolutionConfidence Bot intercepts assistant responses, estimates calibrated confidence, and rewrites risky claims into plain-language odds plus clear caution labels before users act.Target CustomerAI-reliant knowledge workers and students who make real decisions from chatbot outputs, plus small teams adopting AI copilots without formal QA.Revenue ModelFreemium consumer plan with paid Pro subscription ($8/month) for advanced calibration history, plus team seats ($15/user/month) for shared policy settings.MVP ScopeA browser extension and API proxy for major chat apps that tags high-certainty claims, adds confidence bands, and offers one-click request-for-evidence prompts.Risks- Confidence estimates may be perceived as authoritative despite model uncertainty.
- Integrations with third-party chat UIs may break as providers update interfaces.
- Users may experience warning fatigue if alerts are too frequent.
Projected TAMInitial wedge TAM is prosumer AI-assistant safety tooling; with over 100 million weekly AI-chat users, a 2 to 5 percent paid conversion at around 96 dollars ARR supports a multi-billion-dollar opportunity.