MLflow AI Platform
Deliver high-quality AI, fast
Ranked #7 in Best LLM evaluation tools, and on 2 more rankings.
MLflow AI Platform is the leading open source AI engineering platform. It enables teams to debug, evaluate, and monitor LLM applications and models.
At a glance
| Best for | AI engineering teams |
From MLflow AI Platform's own website.
Company facts
| Social profiles | LinkedIn, X, YouTube |
Facilities and features
Its website also mentions:
- API
- Integrations
What stands out
The AI tool lets users move 10x faster by simplifying debugging and evaluation.
“MLflow lets you move 10x faster by simplifying how you”MLflow AI Platform, own website
The AI tool is 100% open source under an Apache 2.0 license.
“100% open source under Apache 2.0 license.”MLflow AI Platform, own website
How it ranks
MLflow AI Platform is ranked 7th of 10 in Best LLM evaluation tools (Lister Score 82.0), 7th of 10 in Best LLM observability tools (Lister Score 82.0) and 9th of 10 in Self-hosted LLM observability tools (Lister Score 82.0).
#7 in Best LLM evaluation tools · Lister Score 82.0
MLflow AI Platform is the leading open source AI engineering platform.
How the score is made up: fit to this ranking's criteria 40; evidence on its own site 20; how complete its published information is 14; buying information on its own site 8.
“Run systematic evaluations , track quality metrics over time, and catch regressions before they reach production.”MLflow AI Platform, own website
| Rank | Best LLM evaluation tools | Score |
|---|---|---|
| 1 | Giskard | 96.0 |
| 2 | Arize AI | 88.0 |
| 3 | Fiddler AI | 88.0 |
| 4 | Promptfoo | 88.0 |
| 5 | Athina | 86.0 |
| 6 | Kiln AI | 82.0 |
| 7 | MLflow AI Platform | 82.0 |
| 8 | PromptLayer | 82.0 |
| 9 | Babelscape | 80.0 |
| 10 | TruLens | 78.0 |
#7 in Best LLM observability tools · Lister Score 82.0
MLflow AI Platform is the leading open source AI engineering platform.
How the score is made up: fit to this ranking's criteria 40; evidence on its own site 20; how complete its published information is 14; buying information on its own site 8.
“30M+ Downloads/mo LLMs & Agents Model Training Observability Capture complete traces of your LLM applications and agents to get deep insights into their behavior.”MLflow AI Platform, own website
| Rank | Best LLM observability tools | Score |
|---|---|---|
| 1 | LangFuse | 92.0 |
| 2 | AgentOps | 88.0 |
| 3 | Arize AI | 88.0 |
| 4 | Fiddler AI | 88.0 |
| 5 | Weights and Biases | 88.0 |
| 6 | HoneyHive | 84.0 |
| 7 | MLflow AI Platform | 82.0 |
| 8 | PromptLayer | 82.0 |
| 9 | Dynamiq | 80.0 |
| 10 | FloTorch | 76.0 |
#9 in Self-hosted LLM observability tools · Lister Score 82.0
MLflow AI Platform is the leading open source AI engineering platform.
How the score is made up: fit to this ranking's criteria 40; evidence on its own site 20; how complete its published information is 14; buying information on its own site 8.
“Capture complete traces of your LLM applications and agents to get deep insights into their behavior. Built on OpenTelemetry and supports any LLM provider and agent framework.”MLflow AI Platform, own website
“1 Start MLflow Server One command to get started. Docker setup is also available.”MLflow AI Platform, own website
| Rank | Self-hosted LLM observability tools | Score |
|---|---|---|
| 1 | LangFuse | 92.0 |
| 2 | Morph | 92.0 |
| 3 | Manifest | 90.0 |
| 4 | Shakudo | 90.0 |
| 5 | Entelligence AI | 88.0 |
| 6 | Fiddler AI | 88.0 |
| 7 | axem | 84.0 |
| 8 | Iterate.ai | 84.0 |
| 9 | MLflow AI Platform | 82.0 |
| 10 | PromptLayer | 82.0 |
Frequently asked questions
How does MLflow AI Platform rank on Lister?
MLflow AI Platform is ranked 7th of 10 in Best LLM evaluation tools (Lister Score 82.0), 7th of 10 in Best LLM observability tools (Lister Score 82.0) and 9th of 10 in Self-hosted LLM observability tools (Lister Score 82.0).