MosaicML (now Databricks) vs River AI
MosaicML (now Databricks) vs River AI, 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: MosaicML (now Databricks) is on 70/100 and River AI on 57/100.
Where each one leads
MosaicML (now Databricks)
- our overall score: 70/100 against 57/100
- headcount: 15,800 against 18
- funding raised: $3.0B against $1.1B
- LinkedIn following: 1,243,945 against 3,417
River AI
Leads on none of the measures we hold for both companies.
At a glance
| Measure | MosaicML (now Databricks) | River AI |
|---|---|---|
| What it is | Generative AI platform for enterprises to build, train, and customize their own AI models. | Personalized AI startup that helps enterprises customize open-source artificial intelligence models. |
| Category | Foundation Model, Large Language Model, Generative AI, AI Infrastructure | Artificial Intelligence, Machine Learning, Cloud Computing, Semiconductors |
| Sells toBusiness model | B2B | B2B |
| Offering | Platform | Platform |
| Founded | 2021 | Not published |
| Headquarters | San Francisco, United States | San Francisco, United States |
| Status | Active | Active |
Size, funding and growth
| Measure | MosaicML (now Databricks) | River AI |
|---|---|---|
| Employees | 15,800 | 18 |
| Headcount growthLast 12 months | +41.5% | Not published |
| Total funding | $3.0B | $1.1B |
| Latest round | Undisclosed | Seed and Series A |
| Valuation | $118B | $1.1B |
| LinkedIn followers | 1,243,945 | 3,417 |
StartupHub scores
Our own 0-100 ratings. They measure company strength and site quality, not which product suits you.
| Measure | MosaicML (now Databricks) | River AI |
|---|---|---|
| StartupHub scoreOur 0-100 rating | 70/100 | 57/100 |
| Traction | 60/100 | 53/100 |
| Team | 70/100 | Not published |
| Community | 8/100 | Not published |
| Search visibility | 53/100 | 20/100 |
| Quality | 78/100 | 78/100 |
| Agent readinessHow well an AI agent can read and act on the site | D (49/100) | D (46/100) |
| Domain ratingLink authority, 0-100 | 88/100 | Not published |
Technology
Detected on each public site, so it reflects the marketing stack as well as the product.
| Measure | MosaicML (now Databricks) | River AI |
|---|---|---|
| Hosting | Vercel | Not detected |
| CDN | Cloudflare | Cloudflare |
| Analytics | Not detected | Segment |
| Open source | Yes | No |
MosaicML (now Databricks) vs River AI: common questions
Which is better, MosaicML (now Databricks) or River AI?
On our 0-100 score MosaicML (now Databricks) rates higher (70/100 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 MosaicML (now Databricks) and River AI compare on the numbers?
MosaicML (now Databricks) leads on our overall score (70/100 against 57/100), headcount (15,800 against 18), funding raised ($3.0B against $1.1B), LinkedIn following (1,243,945 against 3,417).
Read the full MosaicML (now Databricks) review and pricing or the River AI review and pricing. You can also browse other MosaicML (now Databricks) alternatives we track.

