Hi I'm Gabriel, founder of rbitr a governance control plane for AI agents.
I started building this after facing problems deploying AI agents with real write access to production systems (CRMs, ticketing tools, payment APIs, your bank account, email, etc) with basically no controls in place. Not because they were reckless, but because the tools aren't ready for them yet.
The idea behind rbitr is that it sits between your AI agents and the tools they call. Every tool invocation gets classified, evaluated against policy, and enforced in real time: allow, deny, or require human approval. Approvals are cryptographically token-gated to prevent replay attacks and double execution. Everything gets logged to an immutable audit trail.
Your AI agent has write access to production. Do you actually control what it does? rbitr is the enforcement layer between agents and the tools they call. Real-time policy, human-in-the-loop approvals, and an immutable audit trail. Built for teams shipping agents that take real actions.