Databricks Mosaic AIEnterprise
Databricks' suite for building, governing, and serving production AI — agents, RAG, fine-tuning, and evaluation — on top of your governed data.
AI Infrastructure comparison
Databricks Mosaic AI vs Gemini Enterprise Agent Platform (formerly Vertex AI)
Pricing, pros, cons, and ideal use cases — side by side.
Google Cloud's unified AI platform — access to Gemini and partner models, plus tools to build, deploy, and govern AI and agents.
At a glance
| Databricks Mosaic AI | Gemini Enterprise Agent Platform (formerly Vertex AI) | |
|---|---|---|
| Pricing | EnterpriseConsumption-based, billed within the Databricks platform; enterprise agreements typical. | PaidUsage-based pricing across model and platform services, billed through Google Cloud. |
| Category | AI Infrastructure | AI Infrastructure |
| Ideal for | Enterprises building AI on the Databricks lakehouseData teams that want AI governed alongside dataOrganizations unifying data and AI on one platform | Enterprises already on Google CloudTeams wanting Gemini under enterprise governanceOrganizations consolidating the AI lifecycle on one platform |
Pros & cons
Databricks Mosaic AI
Pros
- AI built directly on governed lakehouse data
- Unity Catalog lineage and access control extend to AI
- Covers agents, RAG, fine-tuning, serving, and evals
- Strong fit for data-mature enterprises
Cons
- Most valuable only on the Databricks platform
- Platform commitment, not a point solution
- Enterprise pricing and procurement
Gemini Enterprise Agent Platform (formerly Vertex AI)
Pros
- Gemini plus a broad Model Garden
- End-to-end build, deploy, evaluate, and govern
- Inside Google Cloud IAM and compliance
- Strong data and analytics integration
Cons
- Large, complex platform surface area
- Most valuable only if you are already on GCP
- Getting value requires real platform investment
Which should you choose?
Gemini Enterprise Agent Platform (formerly Vertex AI) is the lighter-weight option (Paid), while Databricks Mosaic AI sits higher on the pricing ladder (Enterprise). Databricks Mosaic AI is built around enterprises building ai on the databricks lakehouse; Gemini Enterprise Agent Platform (formerly Vertex AI) leans more toward enterprises already on google cloud. Shortlist the one whose strengths line up with your biggest constraint.
Still deciding between Databricks Mosaic AI and Gemini Enterprise Agent Platform (formerly Vertex AI)?
Get one AI workflow a week showing AI Infrastructure in a real stack — what they cost, and where each one breaks.