What is Handit.ai?
Tired of manually tuning prompts and chasing regressions in your AI agents? Handit.ai is the open-source engine designed to move you beyond simple monitoring. It provides a complete, automated system to evaluate, optimize, and deploy improvements, ensuring your AI agents perform reliably and effectively in production.
Key Features
Handit.ai provides an end-to-end workflow to ensure your AI systems are not just running, but continuously improving.
⚙️ Real-Time Performance Monitoring Instantly track every model, prompt, and agent across your entire system in any environment. Handit.ai gives you a live, consolidated view to spot performance bottlenecks, regressions, or data drift the moment they occur.
🤖 Automatic Quality Evaluation Go beyond basic pass/fail metrics. Handit.ai automatically scores your AI's output quality against live data using sophisticated 'LLM-as-Judge' grading, your own custom prompts, and critical business KPIs like latency and accuracy.
📈 Automated Optimization & Controlled Deployment This is where Handit.ai truly stands apart. When an issue is detected, the engine automatically generates potential fixes—like improved prompts or datasets—and A/B tests them. The winning version is presented to you as a versioned pull request, complete with performance data, so you can confidently approve and deploy the best solution with a single click.
How Handit.ai Solves Your Problems:
Here’s how you can apply Handit.ai to solve common, high-stakes challenges.
Eliminate Silent Failures and Boost Success Rates Your agent might seem fine, but could be silently failing on crucial edge cases, costing you opportunities or frustrating users. Handit.ai’s continuous evaluation can catch these subtle errors. For example, after connecting Handit, Aspe.ai discovered and fixed a persistent silent failure within 48 hours, resulting in a 97.8% increase in its success rate and a 62.3% jump in accuracy.
Combat Performance Drift and Maintain Accuracy Over time, even the best prompts can suffer from "drift," causing a gradual decline in your AI's performance. Instead of manual, reactive fixes, Handit.ai proactively runs automatic A/B tests to find better-performing versions. When XBuild faced this issue, Handit.ai automatically tested and deployed superior prompts, boosting their system's accuracy by 34.6%.
Why Choose Handit.ai?
Beyond Alerts: A Closed-Loop Optimization System
Most monitoring tools stop at telling you something is wrong, leaving the hard work of diagnosing, fixing, and testing to you. Handit.ai closes the loop. It’s an active optimization engine that not only identifies a problem but also automatically generates, tests, and validates a solution. This transforms your AI maintenance from a reactive, manual chore into a continuous, automated cycle of improvement, directly linking every enhancement to measurable business impact.
Conclusion:
Handit.ai offers a fundamental shift from simply watching your AI to actively making it better. By automating the entire improvement lifecycle—from monitoring and evaluation to optimization and deployment—you can finally scale your AI systems with confidence. Stop debugging broken AI and start shipping rock-solid, self-improving agents.
Explore how Handit.ai can bring continuous optimization to your AI stack!

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