Databricks Mosaic AI vs H2O Driverless AI

Databricks Mosaic AI9.0Visit H2O Driverless AI8.8Visit

Higher score Databricks Mosaic AI #4 in Low-Code Machine Learning Platforms Software 9.0/10 14-day trial Free trial✓ 0 of 2 features Visit Databricks

vs

H2O Driverless AI #6 in Low-Code Machine Learning Platforms Software 8.8/10 Pricing on request · 21-day trial Free trial✓ 0 of 2 features Visit H2O.ai

• Databricks Mosaic AI fits best

  Data teams already building on Databricks

• H2O Driverless AI fits best

  Mid-sized and large teams prioritizing AutoML

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Side by side

Feature	Databricks Mosaic AI 9.0/10 Visit ↗	H2O Driverless AI 8.8/10 Visit ↗
At a glance
Editor score	9.0	8.8
Ranking	#4 in Low-Code Machine Learning Platforms Software	#6 in Low-Code Machine Learning Platforms Software
Best for	Data teams already building on Databricks	Mid-sized and large teams prioritizing AutoML
Pricing model	Paid	Paid
Starting price	—	Pricing on request · 21-day trial
Free plan	Not checked yet	—
Free trial	14 days	21 days
Free trial length	14 days	21 days
Deployment	Cloud	Cloud, Self-hosted
Platforms	Web	Web, Windows, macOS, Linux
Support	Docs	Community, Docs
Built for	Mid-market, Enterprise	Mid-market, Enterprise
Features Databricks Mosaic AI 0/2 · H2O Driverless AI 0/2
Automated ML	Not checked yet	Not checked yet
Visual workflows	Not checked yet	Not checked yet
Specs
Deployment targets	Not checked yet	Not checked yet
Supported model types	Not checked yet	Not checked yet
Data source connectors	Not checked yet	Not checked yet
Access platforms	Not checked yet	Not checked yet
Our review
Pros	Tracks experiments and versions models through MLflow and Unity Catalog. Combines orchestration, managed compute, and batch or real-time inference. Supports serving and monitoring models through REST endpoints.	Automates feature engineering, validation, tuning, and model selection Supports time-series forecasting and prediction explanations Offers cloud or self-hosted deployment with REST endpoints and scoring artifacts
Cons	Cloud deployment only. Usage-based costs vary by cloud provider, region, and selected services. Documentation is the listed support channel.	Subscription pricing requires contacting sales No free plan; access is through a 21-day trial Commercial licensing and support status merit review before purchase
Our verdict	Databricks Mosaic AI brings together tools for developing, deploying, monitoring, and governing machine-learning and generative-AI applications. It is aimed at technical teams and organizations building production AI systems in enterprise… Read the review →	H2O Driverless AI is an enterprise automated machine-learning platform for data scientists, analysts, and IT teams. Its central appeal is automating stages of predictive modeling, from feature engineering through validation, tuning, and… Read the review →

Strengths and trade-offs

• Databricks Mosaic AI — where it wins

  • Tracks experiments and versions models through MLflow and Unity Catalog.
  • Combines orchestration, managed compute, and batch or real-time inference.
  • Supports serving and monitoring models through REST endpoints.

  Where it doesn't

  • Cloud deployment only.
  • Usage-based costs vary by cloud provider, region, and selected services.
  • Documentation is the listed support channel.

• H2O Driverless AI — where it wins

  • Automates feature engineering, validation, tuning, and model selection
  • Supports time-series forecasting and prediction explanations
  • Offers cloud or self-hosted deployment with REST endpoints and scoring artifacts

  Where it doesn't

  • Subscription pricing requires contacting sales
  • No free plan; access is through a 21-day trial
  • Commercial licensing and support status merit review before purchase

• Databricks Mosaic AI9.0/10 · 14-day trial

  A cloud-focused ML lifecycle platform for teams building on Databricks.

  Visit DatabricksFull verdict →
• H2O Driverless AI8.8/10 · Pricing on request · 21-day trial

  Automates model development and deployment for teams that need configurable AutoML.

  Visit H2O.aiFull verdict →