Top 11 ai engineering · evals that work with Databricks
Galileo is the highest-ranked provider in the Top 11 The 11 Best LLM Evaluation Platforms (2026) that integrates with Databricks.
Why this answer
Filtered to entries that publicly document a Databricks integration. We do not include "API available" as proof of integration — there has to be a named connector or first-class workflow.
Showing all 5 matches. Top 11 publishes whatever the data supports — we don’t pad lists. See the full ranked The 11 Best LLM Evaluation Platforms (2026).
#1Galileo(rank #1 in The 11 Best LLM Evaluation Platforms (2026))
9.3/9.4The best platform for production RAG, offering powerful, real-time hallucination detection and deep system insights.
Full Galileo review · Compare: Galileo vs Arize AI · Alternatives
#2Arize AI(rank #3 in The 11 Best LLM Evaluation Platforms (2026))
8.9/9.4An enterprise-grade, unified platform for monitoring both traditional ML and LLM applications at scale.
#3TruEra(rank #5 in The 11 Best LLM Evaluation Platforms (2026))
8.4/9.4The leader in responsible AI, providing deep explainability and fairness testing for high-stakes LLM applications.
#4Fiddler AI(rank #7 in The 11 Best LLM Evaluation Platforms (2026))
8/9.4A mature, comprehensive platform for managing both LLM and classical ML models in the enterprise.
#5RagaAI(rank #9 in The 11 Best LLM Evaluation Platforms (2026))
7.6/9.4A comprehensive AI testing platform with 300+ automated tests to diagnose issues across the entire lifecycle.
Methodology: /methodology · No paid placement ever · Verified .