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ML Operations

Confident AI

LLM evaluation, observability and red teaming platform built around DeepEval

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About Confident AI

Confident AI offers an AI quality platform with LLM evaluation, observability, voice agent testing, red teaming and governance, and develops the open source DeepEval and DeepTeam frameworks. It supports managed cloud or self-hosting in a VPC.

Common use cases

  • Regression testing LLM apps
  • Production monitoring
  • Security testing

Social listening

What people are saying about Confident AI

G2 reviewers value Confident AI's responsive support and DeepEval-based workflow, and buyers typically plan for onboarding.

What stands out

  • Reviewers describe the team as quick to respond to bugs and feature requests.
  • Users value integration with DeepEval and CI/CD pipelines.
  • The dashboard and tracing views are seen as clear, and evaluation and observability are in one place.
  • Red teaming and compliance features are mentioned favorably.

Things to consider

  • Non-technical users typically plan for onboarding time.
  • Plan for first-time setup time.
  • Worth confirming support for project-specific custom metrics.
Sources (1)

Themes summarized from public reviews, community discussion and press coverage as of November 2026. They reflect public discussion, not a rating or an endorsement by AI Connect.

Products and services

LLM Evaluation

Benchmarking with research-backed metrics.

LLM Observability

Tracing, monitoring and alerts for production systems.

AI Red Teaming

Adversarial testing of LLM apps.

DeepEval and DeepTeam

Open source evaluation and red teaming frameworks.

Key features

  • LLM evals
  • Tracing
  • Red teaming
  • Voice agent evaluation
  • Open source frameworks
  • VPC self-hosting

Integrations

  • AWS
  • Microsoft Azure
  • Google Cloud
  • OpenAI

Confident AI alternatives

FAQs

Is there open source?

Yes, DeepEval and DeepTeam.

Can I self-host?

Self-hosting is available on the Enterprise plan.

Clouds?

AWS, Azure and GCP with multi-region data residency.

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