An eval platform is not just a test runner. You are building shared definitions of “good,” reliable data pipelines, labelling workflows, versioning, and trust in results across many teams and model changes. This session breaks down the hidden complexity, the common failure modes, and the design principles that make evals credible and usable in day-to-day engineering.
This talk has been presented at TechLead Conf Amsterdam 2026: Adopting AI in Orgs Edition, check out the latest edition of this Tech Conference.























