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Head-to-head · AI Agent Evaluation Tools

MLflow GenAI Evaluation vs Galileo

  • Updated Oct 2026
  • Both researched from official sources
  • 5 checks side by side
Higher score MLflow GenAI Evaluation #4 in AI Agent Evaluation Tools 8.9/10 Free plan Free plan✓ 4 of 4 features Visit MLflow
Galileo #5 in AI Agent Evaluation Tools 8.8/10 Free plan Free plan✓ 0 of 4 features Visit Galileo

MLflow GenAI Evaluation leads on 0 checks, Galileo on 0, and 5 are even. Who comes out ahead on the 5 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreMLflow GenAI Evaluation · 8.9/10
  • Free planboth
  • Most featuresMLflow GenAI Evaluation · 4 of 4

MLflow GenAI Evaluation scores higher on our rubric for ai agent evaluation tools: 8.9 against 8.8 out of 10; our editors rank them #4 and #5.

MLflow GenAI Evaluation is the better fit for open-source teams building trace-based regression tests. Galileo is the better fit for production teams needing evaluation and guardrails.

  • MLflow GenAI Evaluation fits best

    Open-source teams building trace-based regression tests

  • Galileo fits best

    Production teams needing evaluation and guardrails

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Side by side

Feature MLflow GenAI Evaluation 8.9/10 Visit ↗ Galileo 8.8/10 Visit ↗
At a glance
Editor score 8.9 8.8
Ranking #4 in AI Agent Evaluation Tools #5 in AI Agent Evaluation Tools
Best for Open-source teams building trace-based regression tests Production teams needing evaluation and guardrails
Pricing model Free Free plan + paid
Starting price Free plan $100/mo
Free plan ✓ ✓
Free trial — —
Deployment Cloud, Self-hosted Cloud, Self-hosted
Platforms Web Web
Support Community, Docs Email, Phone, Docs · 24/7
Integrations 100+ integrations 12 integrations
Built for Solo, Small business, Mid-market, Enterprise Small business, Mid-market, Enterprise
Features MLflow GenAI Evaluation 4/4 · Galileo 0/4
Tool-call checks ✓ (best) Not checked yet
Trace ingestion ✓ (best) Not checked yet
Safety evaluations ✓ (best) Not checked yet
Regression runs ✓ (best) Not checked yet
Specs
Evaluation methods Hybrid Not checked yet
SDK language support Python Not checked yet
Dataset limit Not checked yet Not checked yet
Our review
Pros
  • Combines LLM judges with configurable and code-based scorers
  • Evaluates traces, tool calls, safety issues, and human feedback
  • Supports regression tests and CI/CD workflows
  • Combines offline evaluation, tracing, regression testing, and runtime guardrails
  • Supports custom metrics, LLM judges, safety checks, and human feedback
  • Offers web, API, self-hosted, VPC, and on-premises deployment options
Cons
  • Verified SDK coverage is Python
  • The built-in Safety judge is limited to Databricks managed MLflow
  • Support is centered on community resources and documentation
  • Pro pricing starts at $100 per month with annual billing
  • Enterprise pricing requires contacting sales
  • Its broad feature set may exceed the needs of simple evaluation workflows
Our verdict

MLflow GenAI Evaluation is an open-source framework for testing LLM applications and AI agents. It fits teams that need repeatable evaluation across datasets, manually defined test cases, or recorded traces. The framework supports built-in…

Read the review →

Galileo is an AI observability and evaluation platform for developers and enterprise AI teams working with LLM applications and agents. It covers offline evaluation runs, production tracing, custom evaluators, safety and security checks,…

Read the review →
  1. MLflow GenAI EvaluationAI Agent Evaluation Tools 8.9Free plan
  2. GalileoAI Agent Evaluation Tools 8.8Free plan

Strengths and trade-offs

  • MLflow GenAI Evaluation — where it wins

    • Combines LLM judges with configurable and code-based scorers
    • Evaluates traces, tool calls, safety issues, and human feedback
    • Supports regression tests and CI/CD workflows

    Where it doesn't

    • Verified SDK coverage is Python
    • The built-in Safety judge is limited to Databricks managed MLflow
    • Support is centered on community resources and documentation

  • Galileo — where it wins

    • Combines offline evaluation, tracing, regression testing, and runtime guardrails
    • Supports custom metrics, LLM judges, safety checks, and human feedback
    • Offers web, API, self-hosted, VPC, and on-premises deployment options

    Where it doesn't

    • Pro pricing starts at $100 per month with annual billing
    • Enterprise pricing requires contacting sales
    • Its broad feature set may exceed the needs of simple evaluation workflows
  • MLflow GenAI Evaluation8.9/10 · Free plan

    A flexible, trace-based evaluation framework for teams building regression tests.

    Visit MLflowFull verdict →
  • Galileo8.8/10 · Free plan

    A broad evaluation platform for teams managing agent quality and production risk.

    Visit GalileoFull verdict →

More comparisons

All AI agent evaluation tools comparisons → · Full ranking →

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update