H2O.ai vs ModelOp
H2O.ai vs ModelOp, compared side by side on 16 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: H2O.ai is on 64/100 and ModelOp on 46/100.
Where each one leads
H2O.ai
- our overall score: 64/100 against 46/100
- agent readiness: 42/100 against 21/100
- funding raised: $228M against $16.0M
ModelOp
Leads on none of the measures we hold for both companies.
At a glance
| Measure | H2O.ai | ModelOp |
|---|---|---|
| What it is | An open-source AI and machine learning platform for enterprises. | AI model operationalization platform for enterprise AI deployments. |
| Category | Foundation Model, Generative AI, Large Language Model, Agentic AI | MLOps, AI Governance, AI Observability, AI Testing |
| Sells toBusiness model | B2B | B2B |
| Offering | Platform | Platform |
| Founded | 2012 | 2016 |
| Headquarters | Mountain View, United States | New York, United States |
| Status | Active | Inactive |
Size, funding and growth
| Measure | H2O.ai | ModelOp |
|---|---|---|
| Employees | 352 | Not published |
| Headcount growthLast 12 months | +5.6% | Not published |
| Total funding | $228M | $16.0M |
| Latest round | Series E | Series A |
| Valuation | $1.7B | Not published |
| LinkedIn followers | 155,295 | Not published |
StartupHub scores
Our own 0-100 ratings. They measure company strength and site quality, not which product suits you.
| Measure | H2O.ai | ModelOp |
|---|---|---|
| StartupHub scoreOur 0-100 rating | 64/100 | 46/100 |
| Traction | 60/100 | 36/100 |
| Team | 70/100 | Not published |
| Community | 8/100 | Not published |
| Search visibility | 35/100 | 2/100 |
| Quality | 70/100 | 68/100 |
| Agent readinessHow well an AI agent can read and act on the site | D (42/100) | F (21/100) |
| Domain ratingLink authority, 0-100 | 77/100 | Not published |
Technology
Detected on each public site, so it reflects the marketing stack as well as the product.
| Measure | H2O.ai | ModelOp |
|---|---|---|
| Frameworks | Bootstrap | Not detected |
| Analytics | Google Tag Manager | Not detected |
| Support stack | HubSpot | Not detected |
| Open source | Yes | No |
| Self-hostable | Yes | No |
H2O.ai vs ModelOp: common questions
Which is better, H2O.ai or ModelOp?
On our 0-100 score H2O.ai rates higher (64/100 against 46/100). 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 16 data points above: read the rows that match what you are buying for.
How do H2O.ai and ModelOp compare on the numbers?
H2O.ai leads on our overall score (64/100 against 46/100), agent readiness (42/100 against 21/100), funding raised ($228M against $16.0M).
Read the full H2O.ai review and pricing or the ModelOp review and pricing. You can also browse other H2O.ai alternatives we track.

