Patronus AI vs RagaAI

Side-by-side from the Top 11 ranking of Galileo vs LangSmith vs Arize AI: 11 Best LLM Evaluation Platforms 2026. Last verified May 31, 2026.

The short answer

Patronus AI ranks higher on Top 11 (#8 vs #9) for ML engineers and AI product teams measuring model quality. A specialized platform for automated red teaming and finding LLM vulnerabilities before they hit production.

At a glance

Patronus AIRagaAI
Top 11 rank#8 / Galileo vs LangSmith vs Arize AI: 11 Best LLM Evaluation Platforms 2026#9 / Galileo vs LangSmith vs Arize AI: 11 Best LLM Evaluation Platforms 2026
Score (out of 9.4)7.87.6
Best forAutomated LLM red teamingAutomated AI testing
Pricing$$$ (Custom Pricing)$$$ (Custom Pricing)
HQNew York, USASan Francisco, USA
Founded20232022

Patronus AI

A specialized platform for automated red teaming and finding LLM vulnerabilities before they hit production.

www.patronus.ai/

See full entry in Galileo vs LangSmith vs Arize AI: 11 Best LLM Evaluation Platforms 2026

RagaAI

A comprehensive AI testing platform with 300+ automated tests to diagnose issues across the entire lifecycle.

www.raga.ai/

See full entry in Galileo vs LangSmith vs Arize AI: 11 Best LLM Evaluation Platforms 2026

Methodology and scoring weights live at /methodology. No vendor pays for placement — see about.