Confident AI

Confident AI — Technical Overview

Confident AI is a freemium, open-source LLM quality platform built for engineering and QA teams shipping LLM-powered applications. It combines evaluation, observability, and red teaming into a unified pipeline, backed by research-grade metrics available through its open-source frameworks, DeepEval and DeepTeam.

Core capabilities:

• LLM Evaluation — Run structured test suites using research-backed metrics against versioned prompts and datasets.
• LLM Observability — Trace, monitor, and alert on production LLM calls in real time.
• AI Red Teaming — Systematically probe models for adversarial vulnerabilities using DeepTeam.
• AI Governance & Compliance — Enforce policy guardrails suitable for regulated industries (HIPAA-eligible on Enterprise tier).
• Git-based Prompt Versioning — Track and diff prompt changes with version control semantics.
• Dataset Auto-Curation — Automatically surface and curate evaluation datasets from production traces.
• Chat Simulations — Multi-turn chatbot testing via automated conversation simulation.

Integration surface:

• SDKs: Python, TypeScript
• HTTP: cURL and Postman-style REST endpoints
• CI/CD pipelines, GitHub, AWS, Azure, GCP
• Full API access for end-to-end pipeline automation

Deployment options: Cloud (multi-region data residency) or fully self-hosted (on-premises available on Enterprise).

Pricing: Free tier → Starter ($200/month) → Team ($2,000/month) → Enterprise (custom).