Govern your AI systems continuously.
Handlebar gives you runtime oversight and assurance for AI systems - so you can deploy faster, stay compliant, and keep control as your agents evolve.
AI systems evolve. Your governance should too.
Static audits can't keep up with dynamic, decision-making AI. Handlebar turns governance into a continuous process, giving your team real-time visibility, policy control, and built-in human oversight.
Monitor
Govern
Improve
Continuous Oversight
Monitor your AI agents in real time - detect, log, and respond to unexpected behaviour.
Policy Enforcement
Translate internal rules into automated, auditable guardrails for every deployed agent.
Transparency & Audit
Every decision. Every action. Always traceable.
Human-in-the-Loop
Automatically escalate events to human review when thresholds are exceeded.
Handlebar aligns with emerging governance frameworks like AIUC-1 to support scalable, production-grade AI operations with continuous oversight and transparent audit trails.
JavaScript SDK
Available now
Monitor your agents in runtime with one import.
Python SDK
In Development - Coming Soon
Python support for runtime governance.
From reactive compliance to continuous assurance.
Legacy compliance happens after the fact. Handlebar embeds governance directly in your AI runtime - continuous, configurable, and transparent. Build trust without slowing innovation.
Handlebar
Continuous monitoring
Embedded in runtime
Transparent, configurable
Legacy Tools
Manual checks
After-the-fact auditing
Black-box reporting
Ready to govern your AI systems?
Book a demo to see how Handlebar delivers continuous oversight for your AI operations.
Stay in the loop.
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About Handlebar
We're a small team with legal, AI, and startup backgrounds, building a safer future for AI. Handlebar brings runtime assurance to the systems shaping tomorrow.