Vertex AI alternatives

01Why people leave Vertex AI

02The alternatives, ranked by fit

1. Hosted AI compute

   ModalModal

   Modal runs AI workloads on hosted, autoscaling compute and targets model serving, GPU training, fine-tuning and agent sandboxes. Its listed starting price is $250, with a free plan; production cost depends on usage and limits. It is a fit when you want to move compute rather than adopt another end-to-end ML platform. Confirm SDKs, runtime support and billing units before porting jobs.

   Trade-off: You give up a broad managed ML workflow; usage and limits shape production costs.

   Modal review
   7.1/10

   from
   $250/mofree plan
2. GPU infrastructure

   CoreWeave CloudCoreWeave Cloud

   CoreWeave Cloud is a hosted infrastructure option for GPU clusters, managed Kubernetes and inference workloads using dedicated GPUs. Its listed starting price is $3.27; confirm the billing unit and total costs before comparing it with Vertex AI. This route suits teams prepared to choose infrastructure around their model workloads rather than move to another broad AI platform.

   Trade-off: You need to validate developer interfaces, billing details and the operational work your team must handle.

   CoreWeave Cloud review
   6.4/10

   from
   $3.27/mo
3. Data and AI stack

   DatabricksDatabricks

   Databricks combines analytics and AI for teams running large data pipelines and shared governance. It has a free plan, while compute is metered, so estimate workload costs rather than treating the free plan as a production budget. Consider it if your codebase already centers on data pipelines and you want analytics and AI in one platform; assess migration scope before committing.

   Trade-off: Metered compute can be hard to justify if you do not use enough of the stack.

   Databricks review
   7.2/10

   from
   Freefree plan
4. Agent observability

   CometComet

   Comet's Opik pairs agent tracing and evaluation, with open-source and self-hosted options. The listed starting price is $19, with a free plan. It is a focused choice if the part you need to replace or add is agent debugging and evaluation, not Vertex AI's wider managed-model workflow. Check Opik's limits and integration path against your agents before production use.

   Trade-off: It addresses agent observability, not end-to-end model operations.

   Comet review
   7.5/10

   from
   $19/mofree plan
5. Computer vision

   RoboflowRoboflow

   Roboflow targets camera-based vision applications, with cloud and edge inference and open-source tools. The listed starting price is $39, with a free plan; its costs are credit-based, so estimate usage against your workloads. Choose it when vision workflows are the problem to solve rather than migrating every ML workflow. Confirm how its tools and inference fit your deployment targets.

   Trade-off: Credit-based costs need tracking, and its focus is vision rather than general ML operations.

   Roboflow review
   7.6/10

   from
   $39/mofree plan
6. AI governance

   Anaconda PlatformAnaconda Platform

   Anaconda Platform is self-hostable and supports organizations governing AI workflows and teams with hybrid deployment needs. It may suit environments where deployment control and audit evidence matter more than switching to another managed model API. Treat it as a governance and deployment layer, then confirm integration points, supported runtimes and procurement terms against your existing codebase.

   Trade-off: Public pricing and integration specifics are thin; expect evaluation and vendor questions.

   Anaconda Platform review
   6.5/10

   from
   Custom

03Side by side

Tool	Score	From	Free plan	Best for
Vertex AI Vertex AI (current)	7.3	Custom	No	Teams already invested in Google Cloud
Modal Modal	7.1	$250/mo	Yes	Teams serving AI models
CoreWeave Cloud CoreWeave Cloud	6.4	$3.27/mo	No	Teams training models on GPU clusters
Databricks Databricks	7.2	Free	Yes	Teams running large data pipelines
Comet Comet	7.5	$19/mo	Yes	Teams debugging LLM agents
Roboflow Roboflow	7.6	$39/mo	Yes	Teams building camera-based vision applications
Anaconda Platform Anaconda Platform	6.5	Custom	No	Organizations governing AI workflows

Prices from each vendor's pricing page, checked Nov 10, 2026.