01Metered pricing punishes testing.
When vendors charge per trace or per GB, engineering teams throttle test runs, reduce sample counts, or skip evaluating pull requests to stay under quota. That is the exact opposite of what reliability requires. Release gates should encourage continuous testing.
02Risk scales with agents, not traces.
A flaky agent damages your business whether it ran 50 times in testing or 50,000 times in production. The cost to your business is the failure of that specific autonomous role. We price per gated agent so your release verification is exhaustive without financial friction.
03One predictable line on your budget.
A flat monthly rate per production agent. No surprise bills after an automated retry storm, test replay loop, or multi-hop stress test. You know exactly what your budget is on day one.
Observability platforms like LangSmith, Braintrust, and Confident AI charge by the trace, seat, or gigabyte. Several of them support repeated trials and custom code checks. Our difference is the combination: a release verdict rather than an observability dashboard, local-first execution where traces never leave your machine, deterministic checks before model calls, and flat per-agent pricing. See the full comparison →