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Growthly.
AI ProductAI research2026

Evaluation moved from a shared document into the build pipeline.

Frontier model lab

Black articulated robotic arm on a dark laboratory workbench with an orange edge light
full suite runtime
38 minfull suite runtime
regressions caught before release in quarter one
6regressions caught before release in quarter one
number the org now argues about
1number the org now argues about

The situation.

Model quality was argued in review meetings. There was no shared harness, so every team measured a different thing and regressions reached customers.

What we did

  • Built one harness with versioned datasets and reproducible runs
  • Added adversarial and long-context suites written with the research team
  • Gated deploys on regression thresholds set per capability
  • Exposed results as a dashboard the whole company could read

Tell us what you are trying to ship.

Send the constraint, the deadline and what has already failed. You get a senior answer, not a discovery deck.