DeepEval vs MLflow: Which Should You Choose in 2026?
Choosing between DeepEval 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:
DeepEval
The comprehensive LLM evaluation framework for building reliable AI applications.
Best for you if:
- • You need testing & qa features specifically
- • An open-source LLM evaluation framework for testing AI systems.
- • Offers 50+ research-backed metrics, including G-Eval, DAGA, and QAG.
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 |  DeepEval | |
|---|---|---|
Price | Free + Paid | Free |
Best For | Testing & QA | Workflow Automation |
Rating | —/100 | 86/100 |
| Feature | DeepEval | 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 | Testing & QAAI Research | Workflow AutomationAI Model Deployment |
How DeepEval and MLflow Compare
DeepEval
The comprehensive LLM evaluation framework for building reliable AI applications.
Free tier available
MLflow
Open-source MLOps platform
Free · 86/100 score
DeepEval is a testing & qa tool. MLflow is in workflow automation.
Who Should Use What?
On a budget?
MLflow is free. DeepEval is freemium.
Go with: MLflow
Want the highest-rated option?
MLflow scores 86/100. DeepEval 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?
DeepEval is freemium. MLflow is free. Go with MLflow if free matters most.
What's your use case?
DeepEval is a testing & qa 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
DeepEval
- Better fit for testing & qa
The Bottom Line
MLflow (86/100) is our pick.
Frequently Asked Questions
Is DeepEval or MLflow better?
MLflow scores 86/100 in our evaluation. DeepEval is freemium and MLflow is free.
What are DeepEval and MLflow used for?
DeepEval: The comprehensive LLM evaluation framework for building reliable AI applications.. MLflow: Open-source MLOps platform.
What does DeepEval cost vs MLflow?
DeepEval is freemium (free tier + paid plans). MLflow is completely free. Visit their websites for detailed pricing.