Product / UX / Telemetry & observability

Confident AI

Hosted SaaS layered on the open source DeepEval library, adds dataset management, regression tracking, human annotation, custom dashboards, online evals against live traffic, alerting, and incident response. DeepEval itself runs 2M evals/day with 3M monthly downloads and 12.6K GitHub stars; enterprise customers on the cloud product include Microsoft, AstraZeneca, AXA, and BCG. YC W25, $2.2M seed.

Confident AI = the proprietary cloud quality platform built by the creators of DeepEval (the separate OSI Apache-2.0 OSS eval framework). Verified live June 2026. The platform layers tracing/datasets/monitoring on top of DeepEval; self-hosted enterprise option exists.

Openness

1 high confidence

1.0

license: proprietary(platform)
source: closed(platform)
note: companion OSS framework DeepEval is Apache-2.0 but is a separate registry-scope product
self-host: enterprise-tier

The scored entity is the Confident AI platform itself, which is proprietary SaaS. DeepEval (the open Apache-2.0 framework, ~15.9k stars) is a distinct product; do not credit the platform with the framework's openness.

https://www.confident-ai.com/ recorded 2026-06-04
proprietary cloud platform distinct from open source DeepEval; self-hosted enterprise option
https://github.com/confident-ai/deepeval recorded 2026-06-04
DeepEval (the separate framework) is Apache-2.0; platform is the integrated paid companion

Adoption

3 medium confidence

3.0

Vendor discloses '500+ leading AI companies' incl. Panasonic, Samsung, Epic Games, Humach. Corroborated by the strong pull of its open source funnel DeepEval (~15.9k GitHub stars, used-by 1.3k repos), which drives platform signups. Level 3 on disclosed named-customer traction; no precise active-user/usage-volume number for the platform itself.

https://www.confident-ai.com/ recorded 2026-06-04
'500+ leading AI companies' incl Panasonic, Samsung, Epic Games, Humach
https://github.com/confident-ai/deepeval recorded 2026-06-04
~15.9k stars, used-by 1.3k repos (OSS funnel corroboration)

Capability

4 medium confidence

4.0

Broad coverage across all recipe dimensions; the deep DeepEval metric library (50+ incl LLM-as-judge) and red-teaming are strengths. Capped at 4 alongside the OSS anchors; not a frontier-definer over MLflow/Langfuse.

https://www.confident-ai.com/ recorded 2026-06-04
tracing, evals, datasets, prompt mgmt, monitoring, red teaming, annotations

Unchanged since 2026-06-24 (last edited, not re-checked)