MosaicML (now Databricks) vs ScaleKit
MosaicML (now Databricks) vs ScaleKit, 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 ScaleKit on 42/100.
Where each one leads
MosaicML (now Databricks)
- our overall score: 70/100 against 42/100
- domain rating: 88/100 against 61/100
- funding raised: $3.0B against $5.5M
ScaleKit
Leads on none of the measures we hold for both companies.
At a glance
| Measure | MosaicML (now Databricks) | ScaleKit |
|---|---|---|
| What it is | Generative AI platform for enterprises to build, train, and customize their own AI models. | Authentication and authorization for agents. One stack: delegated identity, tool calling, scoped permissions, and audit. Everything your agent needs. |
| Category | Foundation Model, Large Language Model, Generative AI, AI Infrastructure | MLOps, AI Infrastructure, Foundation Model, Large Language Model |
| Sells toBusiness model | B2B | B2B |
| Offering | Platform | Software |
| Founded | 2021 | 2023 |
| Headquarters | San Francisco, United States | San Francisco, United States |
| Status | Active | Active |
Size, funding and growth
| Measure | MosaicML (now Databricks) | ScaleKit |
|---|---|---|
| Employees | 15,800 | Not published |
| Headcount growthLast 12 months | +41.5% | Not published |
| Total funding | $3.0B | $5.5M |
| Latest round | Undisclosed | Seed |
| Valuation | $118B | Not published |
| LinkedIn followers | 1,243,945 | Not published |
StartupHub scores
Our own 0-100 ratings. They measure company strength and site quality, not which product suits you.
| Measure | MosaicML (now Databricks) | ScaleKit |
|---|---|---|
| StartupHub scoreOur 0-100 rating | 70/100 | 42/100 |
| Traction | 60/100 | 34/100 |
| Team | 70/100 | Not published |
| Community | 8/100 | 15/100 |
| Search visibility | 53/100 | 2/100 |
| Quality | 78/100 | 58/100 |
| Agent readinessHow well an AI agent can read and act on the site | D (49/100) | D (48/100) |
| Domain ratingLink authority, 0-100 | 88/100 | 61/100 |
Technology
Detected on each public site, so it reflects the marketing stack as well as the product.
| Measure | MosaicML (now Databricks) | ScaleKit |
|---|---|---|
| Hosting | Vercel | Not detected |
| CDN | Cloudflare | Cloudflare |
| CMS | Not detected | Webflow |
| Frameworks | Not detected | Tailwind CSS |
| Open source | Yes | Yes |
MosaicML (now Databricks) vs ScaleKit: common questions
Which is better, MosaicML (now Databricks) or ScaleKit?
On our 0-100 score MosaicML (now Databricks) rates higher (70/100 against 42/100). 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 ScaleKit compare on the numbers?
MosaicML (now Databricks) leads on our overall score (70/100 against 42/100), domain rating (88/100 against 61/100), funding raised ($3.0B against $5.5M).
Read the full MosaicML (now Databricks) review and pricing or the ScaleKit review and pricing. You can also browse other MosaicML (now Databricks) alternatives we track.