Handit.ai — The Open Source Engine that Auto-Improves Your AI Agents

The Open Source Engine that Auto-Improves Your AI

Handit evaluates every agent decision, auto-generates better prompts and datasets, A/B-tests the fix, and lets you control what goes live.

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Trusted by Teams Running Mission Critical AI in Production

Monitoring Isn’t Enough.
You Need Optimization.

Most tools stop at red flags—our open-source engine tests the remedy and rolls it out in prod.

Alerts are table stakes. Handit tags every agent failure in real time, auto-generates better prompts & datasets, A/B-tests the patch and deploys the winner on your approval—while you sip coffee. Zero manual tuning. Continuous improvement baked in.

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How we do it

From First Run to Best Run—On Autopilot

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Our open-source engine tracks, grades, and ships better versions—so your agents learn while you sleep.

Monitor

Tracking

Continuously tracks every model, prompt, and agent in any environment.

Evaluate

Insights

Scores output quality using LLM-as-Judge, business KPIs, and latency benchmarks.

Improve

Optimization

Improve your automatically, A/B-test the fix, then one-click Deploy the winner.

Features

Handit.ai: Continuous AI Optimization in Four Steps.

HandIt plugs into prod, generates & tests better versions of your AI, then routes them through a pull-request-style review so you decide what ships.

Real-Time Monitoring

Track performance, failures, and usage across every component of your AI system—live. Instantly spot bottlenecks, regressions, or drift.

Automatic Evaluation

Evaluate your AI on live data with custom prompts, metrics, and LLM-as-judge grading—automatically.

Self-Optimization A/B Testing

Auto-generated fixes land as versioned PRs. View diffs, A/B results, and Approve → Merge when ready.

Ship & Prove

One-click deploy, instant rollback, and business-impact dashboards that tie every merge to $$ saved or users won.

Effectiveness

Real Results, Backed by Data

Our users have seen measurable improvements in performance, efficiency, and ROI. Here’s how Handit.ai has transformed AI systems for businesses just like yours.

Aspe.ai

ASPE.ai was running a high-stakes agent that was silently failing every time. Within 48 hours of connecting Handit, the system identified the issue, tested fixes, and deployed the new prompts

+62.3%

Accuracy

+36%

Response relevance

+97.8%

Success rate

XBuild

XBuild’s AI was suffering from prompt drift that tanked performance across key models. Handit stepped in, ran automatic A/B tests, and deployed the top-performing versions

+34.6%

Accuracy

+19.1%

Success rate

+6600

Automatic evaluations

Stop debugging broken AI. Start making it better.

Stop chasing regressions and manually fixing prompts. Handit monitors your AI, tests improvements, and deploys what works—so you can finally scale without second-guessing your AI.

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