Galileo AI Eval vs MLflow: Which Should You Choose in 2026?
Choosing between Galileo AI Eval and MLflow comes down to understanding what each tool does best. This comparison breaks down the key differences so you can make an informed decision based on your specific needs, not marketing claims.
By Toolradar Team · Last updated February 22, 2026 · Methodology
Short on time? Here's the quick answer
We've tested both tools. Here's who should pick what:
Galileo AI Eval
The AI observability and evaluation platform to stop AI failures before they happen.
Best for you if:
- • You need real-time analytics features specifically
- • Provides AI evaluation, observability, and real-time protection.
- • Transforms offline evaluations into production guardrails for AI systems.
MLflow
Open-source MLOps platform
Best for you if:
- • You want the higher-rated option (8.6/10 vs 0.0/10)
- • You need something completely free
- • You need workflow automation features specifically
- • ML experiment tracking and versioning
- • Log metrics, parameters, and artifacts
| At a Glance |  Galileo AI Eval | |
|---|---|---|
Price | Free + Paid | Free |
Best For | Real-Time Analytics | Workflow Automation |
Rating | —/100 | 86/100 |
| Feature | Galileo AI Eval | MLflow |
|---|---|---|
| Pricing Model | Freemium | Free |
| Editorial Score | — | 86 |
| Community Rating | No ratings yet | No ratings yet |
| Total Reviews | 0 | 0 |
| Community Upvotes | 0 | 0 |
| Categories | Real-Time AnalyticsTesting & QA | Workflow AutomationAI Model Deployment |
How Galileo AI Eval and MLflow Compare
Galileo AI Eval
The AI observability and evaluation platform to stop AI failures before they happen.
Free tier available
MLflow
Open-source MLOps platform
Free · 86/100 score
Galileo AI Eval is a real-time analytics tool. MLflow is in workflow automation.
Who Should Use What?
On a budget?
MLflow is free. Galileo AI Eval is freemium.
Go with: MLflow
Want the highest-rated option?
MLflow scores 86/100. Galileo AI Eval is unrated.
Go with: MLflow
Value user reviews?
Neither has user reviews yet.
Go with: MLflow
3 Questions to Help You Decide
What's your budget?
Galileo AI Eval is freemium. MLflow is free. Go with MLflow if free matters most.
What's your use case?
Galileo AI Eval is a real-time analytics tool. MLflow is in workflow automation. Pick the category that matches your needs.
How important are ratings?
Not all tools have been rated yet.
Key Takeaways
MLflow
- Higher score: 86/100 vs unrated
- Completely free
- Our pick for this comparison
Galileo AI Eval
- Better fit for real-time analytics
The Bottom Line
MLflow (86/100) is our pick.
Frequently Asked Questions
Is Galileo AI Eval or MLflow better?
MLflow scores 86/100 in our evaluation. Galileo AI Eval is freemium and MLflow is free.
What are Galileo AI Eval and MLflow used for?
Galileo AI Eval: The AI observability and evaluation platform to stop AI failures before they happen.. MLflow: Open-source MLOps platform.
What does Galileo AI Eval cost vs MLflow?
Galileo AI Eval is freemium (free tier + paid plans). MLflow is completely free. Visit their websites for detailed pricing.