MLflow vs Probabl
MLflow vs Probabl, compared side by side on 18 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: MLflow is on 25/100 and Probabl on 54/100.
Where each one leads
MLflow
- agent readiness: 40/100 against 29/100
- domain rating: 78/100 against 57/100
- LinkedIn following: 77,442 against 14,660
Probabl
- our overall score: 54/100 against 25/100
- headcount: 55 against 41
At a glance
| Measure | MLflow | Probabl |
|---|---|---|
| What it is | Open-source platform for managing the ML lifecycle, from experimentation to deployment. | Track experiments, validate models, and collaborate with confidence using Skore, the methodology layer for AI coding tools. |
| Category | MLOps, AI Platforms, DataOps, Developer Tools | MLOps, DataOps, Developer Tools, AI Coding Assistant |
| Sells toBusiness model | Open Source | B2B |
| Offering | Platform | Software |
| Founded | 2018 | 2023 |
| Headquarters | Seattle, United States | Paris, France |
| Status | Active | Active |
Size, funding and growth
| Measure | MLflow | Probabl |
|---|---|---|
| Employees | 41 | 55 |
| Headcount growthLast 12 months | +260.7% | Not published |
| Total funding | Not published | $18.5M |
| Latest round | Not published | Seed |
| LinkedIn followers | 77,442 | 14,660 |
StartupHub scores
Our own 0-100 ratings. They measure company strength and site quality, not which product suits you.
| Measure | MLflow | Probabl |
|---|---|---|
| StartupHub scoreOur 0-100 rating | 25/100 | 54/100 |
| Traction | 16/100 | 54/100 |
| Team | Not published | 70/100 |
| Search visibility | 64/100 | 24/100 |
| Quality | Not published | 58/100 |
| Agent readinessHow well an AI agent can read and act on the site | D (40/100) | F (29/100) |
| Domain ratingLink authority, 0-100 | 78/100 | 57/100 |
Technology
Detected on each public site, so it reflects the marketing stack as well as the product.
| Measure | MLflow | Probabl |
|---|---|---|
| Hosting | AWS | AWS |
| CDN | CloudFront | Not detected |
| Frameworks | Tailwind CSS | Astro |
| Analytics | Google Analytics 4, Google Tag Manager | Not detected |
| Open source | Yes | No |
| Self-hostable | Yes | No |
MLflow vs Probabl: common questions
Which is better, MLflow or Probabl?
On our 0-100 score Probabl rates higher (54/100 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 18 data points above: read the rows that match what you are buying for.
How do MLflow and Probabl compare on the numbers?
MLflow leads on agent readiness (40/100 against 29/100), domain rating (78/100 against 57/100), LinkedIn following (77,442 against 14,660). Probabl leads on our overall score (54/100 against 25/100), headcount (55 against 41).
Read the full MLflow review and pricing or the Probabl review and pricing. You can also browse other MLflow alternatives we track.