Top 11AI made for AI

Top 11 ai infrastructure · observability that work with Databricks

Arize AI is the highest-ranked provider in the Top 11 11 Best LLM Monitoring & AI Observability Platforms 2026 — LangSmith Alternatives Ranked 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 4 matches. Top 11 publishes whatever the data supports — we don’t pad lists. See the full ranked 11 Best LLM Monitoring & AI Observability Platforms 2026 — LangSmith Alternatives Ranked.

  1. #1Arize AI(rank #2 in 11 Best LLM Monitoring & AI Observability Platforms 2026 — LangSmith Alternatives Ranked)

    9/9.4

    A mature, enterprise-ready platform with deep roots in ML monitoring, excelling at drift and RAG evaluation.

    Full Arize AI review · Compare: Arize AI vs Galileo · Alternatives

  2. #2Galileo(rank #4 in 11 Best LLM Monitoring & AI Observability Platforms 2026 — LangSmith Alternatives Ranked)

    8.6/9.4

    A data-centric platform excelling at RAG evaluation, hallucination detection, and unstructured data quality.

    Full Galileo review · Alternatives

  3. #3WhyLabs(rank #5 in 11 Best LLM Monitoring & AI Observability Platforms 2026 — LangSmith Alternatives Ranked)

    8.4/9.4

    A mature, data-first monitoring platform built on the popular open-source whylogs library.

    Full WhyLabs review · Alternatives

  4. #4Fiddler AI(rank #8 in 11 Best LLM Monitoring & AI Observability Platforms 2026 — LangSmith Alternatives Ranked)

    7.8/9.4

    A responsible AI platform with strong explainability, bias detection, and governance features for enterprises.

    Full Fiddler AI review · Alternatives

Methodology: /methodology · No paid placement ever · Verified .