Handit.ai

Handit.ai is an open-source engine designed to continuously optimize AI systems in production environments. It goes beyond traditional monitoring tools by not only identifying issues but also auto-generating solutions, testing them through A/B evaluations, and allowing controlled deployment. The platform tracks and grades every AI agent decision in real-time, leveraging metrics like business KPIs, latency benchmarks, and LLM-as-Judge scoring to evaluate output quality.

Handit integrates seamlessly into production workflows, offering real-time monitoring to detect performance bottlenecks, failures, and drift. It auto-generates improved prompts and datasets, presenting these fixes as versioned pull requests for review. Users can approve and deploy the best-performing solutions with a single click, ensuring continuous improvement without manual intervention. The system also includes instant rollback capabilities and dashboards that quantify the business impact of every update in terms of cost savings and user engagement.

Designed for mission-critical AI applications, Handit has demonstrated measurable improvements in accuracy, response relevance, and success rates for its users. By automating optimization and embedding it into existing workflows, Handit enables AI systems to evolve and adapt autonomously, ensuring sustained performance and efficiency over time.