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oversight

A real-time AI oversight system that turns chatbot failures into immediate interventions instead of post-mortems.

Picture this: In a world where you're constantly dealing with chatbots, what if you could have oversight and intervene as soon as the chatbot goes off the rails?

Oversight is a web application for AI conversation quality assurance. Analysts upload chatbot conversation logs or watch live sessions and get automated detection of hallucinations, bias, and toxicity — powered by Google Gemini and Groq Llama.

Every assistant message is checked in real time. Sessions that cross a violation threshold are automatically escalated to a human agent and the analyst is alerted by email. The result is an audit trail with per-turn flagged issues, confidence scores, and trend analytics across all monitored conversations.