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Patronus AI

LLM evaluation platform — $50M Series B, pivoting to agent simulation.

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About

Patronus AI (patronus.ai) is an enterprise LLM evaluation platform: automated evals, safety/security testing, and hallucination detection for production LLM systems.

$50M Series B in June 2026 (TechCrunch). Caveat: the company is pivoting toward 'Digital World Models' — agent simulation environments — so the future of the standalone eval platform is unclear. Evaluate the current product on its merits, but watch the roadmap before committing long-term.

What it can do

  • Automated LLM evals
  • Safety and security testing
  • Hallucination detection
  • CI integration
  • Enterprise platform

Setup

  1. Sign up at patronus.ai.
  2. Connect your LLM app / API.
  3. Configure eval suites (hallucination, safety, quality).
  4. Run continuous evals in CI.

Prerequisites

Enterprise budget; an LLM app in production.

Use cases

codedata

Works with

Generic APIAny agent (.md)

Trust score — 7/10

/10 trustMetrics-checked

Scored 7/10 (metrics tier). Well-funded ($50M Series B) with a real enterprise eval product, but the pivot to agent simulation makes the eval roadmap uncertain — flagged clearly. Adoption is a provider-tier estimate (thinner evidence). Metrics tier.

How the trust score is built

Full methodology →
Adoption · stars/downloads, log-scaled vs peers
7.0/10
Maintenance · recency, releases, issue load
8.0/10
Openness · license + docs
4.5/10
Manual review · sanity read + red-flag check
7.0/10
  • · provider-tier estimate — thinner evidence (no public adoption metric)
  • · $50M Series B Jun 2026 (TechCrunch); no public repo
  • · released 134 days ago
  • · manual review: LLM eval platform; $50M Series B; pivoting to 'Digital World Models' agent simulation — eval product future unclear; license: proprietary

Sources

Every fact above was checked against these sources. Where a claim comes from the provider and couldn't be independently verified, the text says so.