Comet ML vs Weights & Biases (W&B)
Comet ML vs Weights & Biases (W&B), 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: Comet ML is on 64/100 and Weights & Biases (W&B) on 57/100.
Where each one leads
Comet ML
- our overall score: 64/100 against 57/100
- agent readiness: 68/100 against 37/100
Weights & Biases (W&B)
- funding raised: $521M against $69.8M
At a glance
| Measure | Comet ML | Weights & Biases (W&B) |
|---|---|---|
| What it is | A meta machine learning platform for tracking, comparing, and optimizing ML experiments. | MLOps platform for tracking, visualizing, and collaborating on machine learning experiments. |
| Category | MLOps, Machine Learning, Training, Artificial Intelligence | MLOps, DataOps, Observability, Developer Tools |
| Sells toBusiness model | B2B | B2B |
| Offering | Software | Software |
| Founded | 2017 | 2017 |
| Headquarters | New York, United States | San Francisco, United States |
| Status | Active | Active |
Size, funding and growth
| Measure | Comet ML | Weights & Biases (W&B) |
|---|---|---|
| Employees | 104 | Not published |
| Total funding | $69.8M | $521M |
| Latest round | Series B | Series C |
| LinkedIn followers | 20,272 | Not published |
StartupHub scores
Our own 0-100 ratings. They measure company strength and site quality, not which product suits you.
| Measure | Comet ML | Weights & Biases (W&B) |
|---|---|---|
| StartupHub scoreOur 0-100 rating | 64/100 | 57/100 |
| Traction | 59/100 | 40/100 |
| Team | 70/100 | 30/100 |
| Search visibility | 46/100 | 20/100 |
| Quality | 68/100 | 78/100 |
| Agent readinessHow well an AI agent can read and act on the site | C (68/100) | F (37/100) |
| Domain ratingLink authority, 0-100 | 73/100 | 80/100 |
Technology
Detected on each public site, so it reflects the marketing stack as well as the product.
| Measure | Comet ML | Weights & Biases (W&B) |
|---|---|---|
| Hosting | Self Managed | Google Cloud |
| CMS | WordPress | Not detected |
| Frameworks | Jquery | Not detected |
| Analytics | Google Tag Manager, Jetpack Stats | Not detected |
| Open source | Yes | Yes |
Comet ML vs Weights & Biases (W&B): common questions
Which is better, Comet ML or Weights & Biases (W&B)?
On our 0-100 score Comet ML rates higher (64/100 against 57/100). 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 Comet ML and Weights & Biases (W&B) compare on the numbers?
Comet ML leads on our overall score (64/100 against 57/100), agent readiness (68/100 against 37/100). Weights & Biases (W&B) leads on funding raised ($521M against $69.8M).
Read the full Comet ML review and pricing or the Weights & Biases (W&B) review and pricing. You can also browse other Comet ML alternatives we track.

