H2O.ai vs DataRobot vs Dataiku vs Databricks AI (formerly Mosaic AI)
A side-by-side look at scores, pricing and features — with RECATOOLS' ASEAN-aware verdict for each.
H2O.ai
Free Apache-2.0 AutoML engine, plus a quoted enterprise platform for p...
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DataRobot
AutoML pioneer now selling a governed platform for enterprise AI agent...
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Dataiku
One governed workspace where analysts and engineers build analytics, M...
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Databricks AI (formerly Mosaic AI)
Build, serve and govern AI agents next to your lakehouse data
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| RECATOOLS Score | 7.2 / 10 | 7 / 10 | 7.3 / 10 | 7.3 / 10 |
| Capability | — | — | — | — |
| Value for money | — | — | — | — |
| Ease of use | — | — | — | — |
| ASEAN readiness | — | — | — | — |
| API quality | — | — | — | — |
| Pricing | Freemium | Enterprise | Freemium | Usage_based |
| Free tier | H2O-3 open source under Apache 2.0: all algorithms, AutoML and distributed training, self-hosted with community support | 30-day free trial with full platform access and community support; no lasting free plan | Free Edition to install on Mac or Linux (Windows experimental); 14-day hosted trial, no card, excluding Govern and advanced LLM Mesh | Free Edition for learning only (no commercial use, no GPU serving, quota limits); 2-week trial with up to $400 of usage |
| Paid from | Quoted on request: annual licence based on compute and memory, not per token | Quoted on request: private-offer contracts of 12, 24 or 36 months, plus usage overages | Quoted on request (Agent Management priced per instance per year) | From $0.07/DBU for model serving (Premium, AWS US East); usage-based, varies by cloud and region |
| Has API | ✓ | ✓ | ✓ | ✓ |
| Open source | ✓ | ✗ | ✗ | ✗ |
| Free to use | ✓ | ✗ | ✓ | ✓ |
| Users | 20,000+ global organizations, 1M+ data scientists | 850+ enterprise customers (2026) | ~750 enterprise customers (2026) | — |
| Founded | 2012 | 2012 | 2013 | 2023 |
| Maker | Sri Ambati, Cliff Click, Arno Candel | Jeremy Achin, Thomas DeGodoy | Florian Douetteau, Clément Stenac, Thomas Cabrol, Marc Batty | Databricks, Inc. |
| Verdict | H2O-3 remains one of the most capable free machine-learning engines available: distributed training, a sensible AutoML baseline and Python, R and JVM interfaces under Apache 2.0, with no usage cap. Production extras such... |
DataRobot's strength is governance that follows the workload: an agent registry with approvals, real-time checks for PII leakage and prompt injection, per-agent identities and audit trails, the same whether it runs in AW... |
Dataiku's case is still collaboration across skill levels: a visual Flow for analysts and code recipes for engineers in one governed project, now extended with Cobuild for building from plain-language goals and Agent Man... |
Databricks AI makes sense when your data already lives in Databricks: agents, model serving, AI Search and Unity Gateway governance all work against Unity Catalog without copying data to another platform. Agent Bricks an... |
| Full review → | Full review → | Full review → | Full review → |
Comparisons cover up to 4 tools. Scores are RECATOOLS editorial assessments; verify current pricing on each vendor's site.