Confident AI

What it does

Confident AI is a platform for LLM evaluation, observability, red teaming, and governance. It traces production requests, groups failures into issues, and lets domain experts annotate outputs. Failing traces can become test cases that run on every release.

Confident AI brings tracing, annotation, datasets, and evals into one workspace for engineering, product, QA, and domain expert teams. It evaluates every production trace, groups failures into issues, and alerts the team before problems spread. Failing traces become test cases, and every release is checked against them. Domain experts and product managers review traces next to engineers, and each note becomes a test case or eval. The platform also offers open-source frameworks: DeepEval for LLM evaluation and DeepTeam for red teaming. Pricing starts with a Free plan limited to 2 user seats, 1 project, 5 test runs per week, and 1 GB-month of trace spans. Starter costs $200 per month with unlimited seats, 5 projects, and 5 GB-months of trace spans. Team costs $2,000 per month with unlimited seats and projects and 75 GB-months of trace spans. Enterprise pricing is custom and adds on-prem deployment, custom data residency, HIPAA, and dedicated support. A buyer should check seat, project, and trace span limits at each tier.