kitio.aiMLflow vs Flyte
A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. MLflow is completely free, while Flyte is freemium.
At a glance
Best for
Category
Pricing model
Starting price
Free plan
Made by
Based in
Rating
Key features
- Experiment tracking
- Model registry
- GenAI tracing
- LLM evaluation
- Framework autologging
- Durable workflow execution
- Automatic failure recovery
- Dynamic Python workflows
- Kubernetes deployment
- Plugin registry
- Enterprise edition
| Feature | MLflow | Flyte |
|---|---|---|
| Best for | Open-source platform for ML experiments, models and GenAI tracing | Open-source durable runtime for orchestrating AI and ML workloads |
| Category | Models & APIs | Models & APIs |
| Pricing model | Free | Freemium |
| Starting price | Free | See pricing page |
| Free plan | Yes, fully free | Yes |
| Made by | Databricks | Linux Foundation AI & Data |
| Based in | United States | – |
| Rating | No ratings yet | No ratings yet |
| Key features |
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Pricing compared
MLflow is completely free, while Flyte is freemium.
Free plan
Cheapest paid plan
Top plan
Free trial
Prices in USD, checked Oct 28, 2026 or later. Plans change often, so confirm on each tool's site before you buy.
Pros and cons
MLflow
- Free and widely adopted
- Covers classic ML and GenAI
- Managed options on many clouds
- Self-hosting needs setup
- UI less polished than SaaS tools
- GenAI features still maturing
Flyte
- Free and open source
- Recovers from common infra failures
- Covers training, inference and agents
- Requires Kubernetes know-how
- Migration needed from Flyte 1
- Enterprise pricing not published
Which one should you choose?
Choose MLflow if you want:
- Free and widely adopted
- Covers classic ML and GenAI
- Managed options on many clouds
Watch out: self-hosting needs setup.
Choose Flyte if you want:
- Free and open source
- Recovers from common infra failures
- Covers training, inference and agents
Watch out: requires kubernetes know-how.
MLflow vs Flyte FAQ
What is the difference between MLflow and Flyte?
MLflow: Open-source platform for ML experiments, models and GenAI tracing. Flyte: Open-source durable runtime for orchestrating AI and ML workloads. Both are models & apis tools.
Is MLflow or Flyte cheaper?
MLflow is completely free, while Flyte is freemium.
Do MLflow and Flyte have free plans?
MLflow: Yes, fully free. Flyte: Yes.
Who makes MLflow?
MLflow is made by Databricks, based in United States.
Who makes Flyte?
Flyte is made by Linux Foundation AI & Data.
Which should I choose, MLflow or Flyte?
Choose MLflow if you value free and widely adopted and covers classic ml and genai. Choose Flyte if you value free and open source and recovers from common infra failures.