UpTrain 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

UpTrain ranks higher on Top 11 (#6 vs #9) for ML engineers and AI product teams measuring model quality. Offers a flexible path from a powerful open-source library to a managed cloud platform.

At a glance

UpTrainRagaAI
Top 11 rank#6 / 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)8.27.6
Best forOpen-source flexibilityAutomated AI testing
Pricing$$ ($0 to $1,500/mo)$$$ (Custom Pricing)
HQSan Francisco, USASan Francisco, USA
Founded20222022

UpTrain

Offers a flexible path from a powerful open-source library to a managed cloud platform.

uptrain.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.