MESHPILOT evaluates, guards and observes models in production, so every release has evidence behind it and every incident has a trace.
Start freeVersioned cases with assertions, automated scorers and human review.
Block quality regressions in CI with configurable thresholds and per-run diffs.
Screen prompts and responses for injection, leakage and off-scope topics.
Token spend and P95 latency share the same gate as quality.
Inspect any conversation step by step and replay it against a new model.
Bring your own provider; swap models without rewriting the pipeline.