The 3 best alternatives to Google Vertex AI
Editor-shortlisted alternatives to Google Vertex AI, ranked by similarity and rated on features, pricing, and verified user reviews.
The three we'd shortlist first
Feature parity vs Google Vertex AI
Rating, pricing, and match score at a glance — Google Vertex AI in the first row as your baseline.
Migration guide: Google Vertex AI → H2O.ai
A four-step playbook most teams follow when switching from Google Vertex AI.
- 1
Export your data
Pull your data from Google Vertex AI using the built-in export (CSV/JSON) or the official API.
- 2
Provision H2O.ai
Create a workspace, invite your team, and configure SSO or auth to match your current setup.
- 3
Import & map fields
Use H2O.ai's importer (or a lightweight ETL) and map your fields — start with a single project to validate.
- 4
Run in parallel
Keep both tools live for 1–2 weeks. Diff outputs and address gaps before the full cutover.
What switchers say
Paraphrased from verified user reviews of teams that migrated away from Google Vertex AI.
We switched after our team hit the pricing ceiling — the migration took a weekend and we haven't looked back.
— Head of Ops, 40-person SaaS
The UX felt familiar day one, and the CSV importer got us 95% of the way without engineering help.
— Product Manager, mid-market
Same features, roughly a third of the cost. The only thing we lost was one integration we barely used.
— Founder, seed-stage startup