MLflow AI Platform
Deliver high-quality AI, fast
MLflow AI Platform is the leading open source AI engineering platform for agents and models. It enables teams to debug, evaluate, monitor, and optimise production-quality AI applications with confidence.
| Best for | organizations powering LLMOps and MLOps workflows |
| Website | mlflow.org |
Company facts
| Social profiles | LinkedIn, X, YouTube |
Facilities and features
- API
- Integrations
What stands out
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
The AI tool works with any cloud, framework, or tool you use.
“Works with any cloud, framework, or tool you use.”MLflow AI Platform, own website
Strengths and trade-offs
- The AI tool is 100% open source under an Apache 2.0 license.
- The AI tool works with any cloud, framework, or tool you use.
Appears in
Open-source LLM gateways
1
Grengin96.02
Dynamiq94.03
stdapi.ai92.0RANKINGfull ranking →AIVERIFIEDSelf-hosted LLM gateways
1Dynamiq94.02
Shakudo90.03
Kong88.0RANKINGfull ranking →AIVERIFIEDSelf-hosted LLM observability tools
1
LangFuse92.02
Morph92.03
Manifest90.0RANKINGfull ranking →SOFTWAREVERIFIEDOpen-source data science platforms
1
IOMETE92.02
Hopsworks90.03
Knime Analytics Platform90.0RANKINGfull ranking →AIVERIFIEDBest LLM evaluation tools
1
Giskard96.02
Arize AI88.03
Fiddler AI88.0RANKINGfull ranking →AIVERIFIEDBest LLM observability tools
1LangFuse92.02
AgentOps88.03Arize AI88.0RANKINGfull ranking →How MLflow AI Platform ranks
#7 in Best LLM evaluation tools
How the score is made up: Evidence on its own site 20; How complete its published information is 14; Fit to this ranking's criteria 40; 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
#7 in Best LLM observability tools
How the score is made up: Evidence on its own site 20; How complete its published information is 14; Fit to this ranking's criteria 40; 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
#7 in Open-source data science platforms
How the score is made up: Evidence on its own site 20; How complete its published information is 14; Fit to this ranking's criteria 40; Buying information on its own site 12.
“MLflow is the largest open source AI engineering platform for agents, LLMs , and ML models .”MLflow AI Platform, own website
“Open Source 100% open source under Apache 2.0 license.”MLflow AI Platform, own website
#8 in Open-source LLM gateways
How the score is made up: Evidence on its own site 20; How complete its published information is 14; Fit to this ranking's criteria 40; Buying information on its own site 8.
“Unified API gateway for all LLM providers. Route requests, manage rate limits, handle fallbacks, and control costs through a unified OpenAI-compatible interface.”MLflow AI Platform, own website
“Open Source 100% open source under Apache 2.0 license.”MLflow AI Platform, own website
#8 in Self-hosted LLM gateways
How the score is made up: Evidence on its own site 20; How complete its published information is 14; Fit to this ranking's criteria 40; Buying information on its own site 8.
“Unified API gateway for all LLM providers. Route requests, manage rate limits, handle fallbacks, and control costs through a unified OpenAI-compatible interface.”MLflow AI Platform, own website
“1 Start MLflow Server One command to get started. Docker setup is also available.”MLflow AI Platform, own website
#9 in Self-hosted LLM observability tools
How the score is made up: Evidence on its own site 20; How complete its published information is 14; Fit to this ranking's criteria 40; 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
Alternatives to MLflow AI Platform
| IOMETE The sovereign data platform for the AI era | #1 in Open-source data science platforms | 92.0 |
| Hopsworks The AI lakehouse for real-time ML | #2 in Open-source data science platforms | 90.0 |
| Knime Analytics Platform Open-source visual workflow platform for data science and analytics | #3 in Open-source data science platforms | 90.0 |
 PolyaxonAI-first infrastructure for Kubernetes | #4 in Open-source data science platforms | 90.0 |
 FlyteThe durable AI runtime for open source orchestration | #5 in Open-source data science platforms | 88.0 |
 EarthmoverThe science data cloud | #6 in Open-source data science platforms | 86.0 |
Questions about MLflow AI Platform
Who is MLflow AI Platform best for?
MLflow AI Platform is best for organizations powering LLMOps and MLOps workflows.
Where does MLflow AI Platform rank?
MLflow AI Platform is ranked #7 in Open-source data science platforms (Lister Score 86.0), #7 in Best LLM evaluation tools (Lister Score 82.0), #7 in Best LLM observability tools (Lister Score 82.0), #8 in Open-source LLM gateways (Lister Score 82.0), #8 in Self-hosted LLM gateways (Lister Score 82.0) and #9 in Self-hosted LLM observability tools (Lister Score 82.0).
What are the best alternatives to MLflow AI Platform?
The closest alternatives on Lister are IOMETE (#1 in Open-source data science platforms), Hopsworks (#2 in Open-source data science platforms) and Knime Analytics Platform (#3 in Open-source data science platforms).
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