Run models in production without guessing.

Evaluation suites

Versioned cases with assertions, automated scorers and human review.

Regression gates

Block quality regressions in CI with configurable thresholds and per-run diffs.

Runtime guardrails

Screen prompts and responses for injection, leakage and off-scope topics.

Three ideas, one index

Token spend and P95 latency share the same gate as quality.

Provenance is the feature

Inspect any conversation step by step and replay it against a new model.

Query it like a graph

Bring your own provider; swap models without rewriting the pipeline.

How teams use DATARYX

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E. Fischer

“Gating model upgrades before rollout used to be someone's quarterly chore. Now it runs itself, and evaluation suites keeps it honest.”

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K. Fischer

“We benchmarked three options. DATARYX was the only one our on-call rotation did not curse after a week.”

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C. Silva

“1.2 s guardrail P95 is not marketing — that is what our dashboards show.”

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