A managed platform that provides the full evaluation stack: pipeline orchestration for running evals at scale, automated regression detection across prompt and model changes, human-in-the-loop feedback collection workflows, and dashboards that track quality metrics over time. Teams plug in their models and datasets instead of building bespoke eval frameworks from scratch.

Nearly every AI-forward company is now hiring engineers specifically to build evaluation pipelines, signaling that eval infrastructure has become a universal need rather than a bespoke concern, and existing tools like Braintrust validate buyer willingness to pay.