Google AI ModeSep 23, 2026
Confident AI / DeepEval : Provides an open-source framework (DeepEval ) paired with a hosted governance layer for unit-testing LLM outputs in pytest style.
Data as of Oct 5, 2026Based on 25,403 AI responses
Reviewed by Dimitry Apollonsky ·
Confident AI offers an integrated platform for AI reliability and governance, combining LLM evaluation, observability, red teaming, and governance to standardize quality across product, QA, and engineering. The company provides commercial products (LLM Evaluation, LLM Observability, AI Red Teaming, AI Governance) and open-source frameworks (DeepEval, DeepTeam) to test, monitor, and secure AI systems. It helps teams turn live traces into test cases, enforce consistent evals, and catch vulnerabilities before deployment to accelerate production and improve safety across industries.
Products
1%No change
of AI answers about Confident AI and its rivals. Since Jul 5
The market map
LLM Observability and Evaluation PlatformsQuestion: Which startups are building the infrastructure around new AI labs: evals, data, inference, memory, and safety?
Google AI ModeSep 23, 2026
Confident AI / DeepEval : Provides an open-source framework (DeepEval ) paired with a hosted governance layer for unit-testing LLM outputs in pytest style.
Since Jul 5
Mentioned in
Question: We are conducting a prompt injection penetration test. Who offers automated red teaming suites?
ChatGPT SearchSep 13, 2026
Confident AI / DeepTeam — open-source red-team framework with security testing mapped to common LLM risk categories.
Question: Which startups are building the infrastructure around new AI labs: evals, data, inference, memory, and safety?
Google AI ModeSep 11, 2026
Confident AI (DeepEval) : An open-source evaluation framework providing a large catalog of ready-to-use, unit-test-style metrics for LLM outputs.
Position in the answer
Weeks of Sep 21 – Oct 4, 2026
78% of what AI says about Confident AI is positive.
Common descriptions
research-backed · open-source · comprehensive · best · automated · code-first
confident-ai.com 59%Other sites 41%
Excerpts where Confident AI appeared in the AI's answer
Confident AI (DeepEval) : Best for a massive out-of-the-box metric catalog.
Confident AI (DeepEval): Best if you want a massive catalog of out-of-the-box, research-backed LLM-evaluated metrics
Excerpts where Confident AI appeared in the AI's answer
Confident AI (DeepEval) : Best for evaluation-first and CI/CD regression-testing workflows.
Confident AI (DeepEval): Best if you want access to a massive catalog of 50+ ready-to-use, out-of-the-box LLM-graded metrics
Excerpts where Confident AI appeared in the AI's answer
Confident AI (DeepEval) : Powered by the open-source library DeepEval , it offers specialized conversational and agentic metrics to benchmark agent steps and tool-call correctness.
Confident AI (DeepEval): Offers specialized unit-testing and CI/CD-friendly evaluation metrics geared toward agentic workflows
