Comet ML vs MLflow
Comet ML vs MLflow, compared side by side on 19 data points: what each one does, how big it is, what it has raised, the tech running each site, and what users report. We score both out of 100 on traction, team and visibility: Comet ML is on 64/100 and MLflow on 25/100.
Where each one leads
Comet ML
- our overall score: 64/100 against 25/100
- agent readiness: 68/100 against 40/100
- headcount: 104 against 41
MLflow
- LinkedIn following: 77,442 against 20,272
At a glance
| Measure | Comet ML | MLflow |
|---|---|---|
| What it is | A meta machine learning platform for tracking, comparing, and optimizing ML experiments. | Open-source platform for managing the ML lifecycle, from experimentation to deployment. |
| Category | MLOps, Machine Learning, Training, Artificial Intelligence | MLOps, AI Platforms, DataOps, Developer Tools |
| Sells toBusiness model | B2B | Open Source |
| Offering | Software | Platform |
| Founded | 2017 | 2018 |
| Headquarters | New York, United States | Seattle, United States |
| Status | Active | Active |
Size, funding and growth
| Measure | Comet ML | MLflow |
|---|---|---|
| Employees | 104 | 41 |
| Headcount growthLast 12 months | Not published | +260.7% |
| Total funding | $69.8M | Not published |
| Latest round | Series B | Not published |
| LinkedIn followers | 20,272 | 77,442 |
StartupHub scores
Our own 0-100 ratings. They measure company strength and site quality, not which product suits you.
| Measure | Comet ML | MLflow |
|---|---|---|
| StartupHub scoreOur 0-100 rating | 64/100 | 25/100 |
| Traction | 59/100 | 16/100 |
| Team | 70/100 | Not published |
| Search visibility | 46/100 | 64/100 |
| Quality | 68/100 | Not published |
| Agent readinessHow well an AI agent can read and act on the site | C (68/100) | D (40/100) |
| Domain ratingLink authority, 0-100 | 73/100 | 78/100 |
Technology
Detected on each public site, so it reflects the marketing stack as well as the product.
| Measure | Comet ML | MLflow |
|---|---|---|
| Hosting | Self Managed | AWS |
| CDN | Not detected | CloudFront |
| CMS | WordPress | Not detected |
| Frameworks | Jquery | Tailwind CSS |
| Analytics | Google Tag Manager, Jetpack Stats | Google Analytics 4, Google Tag Manager |
| Open source | Yes | Yes |
| Self-hostable | No | Yes |
Comet ML vs MLflow: common questions
Which is better, Comet ML or MLflow?
On our 0-100 score Comet ML rates higher (64/100 against 25/100). The score weights traction, team, visibility and profile completeness, so it reflects company strength rather than which product suits you. We compare the two on 19 data points above: read the rows that match what you are buying for.
How do Comet ML and MLflow compare on the numbers?
Comet ML leads on our overall score (64/100 against 25/100), agent readiness (68/100 against 40/100), headcount (104 against 41). MLflow leads on LinkedIn following (77,442 against 20,272).
Read the full Comet ML review and pricing or the MLflow review and pricing. You can also browse other Comet ML alternatives we track.