# Google Vertex AI

> Google Cloud's enterprise AI platform, with Gemini and Claude next to a full MLOps stack.

Canonical: https://www.subconscious.dev/providers/google-vertex · By The Subconscious Team · Updated September 30, 2026

- Founded: launched 2021 (Google dates to 1998)
- Example models: Gemini 3.8, Claude
- Website: https://cloud.google.com/vertex-ai

## Overview

Vertex AI is Google Cloud's enterprise AI platform. At Google Cloud Next on April 22, 2026, Google rebranded it the Gemini Enterprise Agent Platform with an agent-first structure, though the API endpoint and most docs still say Vertex. Model Garden offers 200+ models, including Google's Gemini 3.8 family, Anthropic's Claude models and open models like Gemma, alongside Imagen, Veo and Chirp for media and speech. Google's own TPUs sit underneath much of its first-party serving.

The platform goes far past inference. Agent Studio covers low-code agent building, the Agent Development Kit handles code-first agents, and a managed agent runtime with Memory Bank handles deployment and cross-session memory, with Agent2Agent protocol support for interop. The older MLOps foundation remains: custom training on GPUs or TPUs, pipelines, a feature store, model registry, evaluation, vector search and deep BigQuery integration. Pricing is usage-based and split across every service, and new accounts get up to $300 in credits.

## Upsides

- Gemini and Claude side by side, next to training, MLOps and governance in one stack.
- Deep BigQuery integration keeps models close to enterprise data.

## Core use cases

- Enterprises on Google Cloud building governed production agents.
- Long-context and multimodal work on Gemini, including video.

## Downsides

- Fragmented, hard-to-forecast pricing and a sprawling product surface with names in flux.
- Real lock-in, since pipelines, features and registries are Vertex-native, and support often draws unfavorable comparisons with AWS.

## At a glance

| Attribute | Value |
|---|---|
| Model access | Closed and open, 200+ models |
| Flagship models | Gemini 3.8 Flash, Claude, Gemma |
| Speed | Flash tier built for low latency |
| Price | Gemini 3.8 Flash $0.75 in, $3.75 out |
| Customization | Custom training on GPUs or TPUs |
| Deployment | Managed on Google Cloud |
| Long context | 1M on Gemini 3.8 Flash |

## FAQ

### What is Google Vertex AI?

Vertex AI is Google Cloud's enterprise AI platform. At Google Cloud Next on April 22, 2026, Google rebranded it the Gemini Enterprise Agent Platform with an agent-first structure, though the API endpoint and most docs still say Vertex. Model Garden offers 200+ models, including Google's Gemini 3.8 family, Anthropic's Claude models and open models like Gemma, alongside Imagen, Veo and Chirp for media and speech. Google's own TPUs sit underneath much of its first-party serving.

### What is Google Vertex AI best for?

Enterprises on Google Cloud building governed production agents; Long-context and multimodal work on Gemini, including video.

### How much does Google Vertex AI cost?

Google Vertex AI pricing at a glance: Gemini 3.8 Flash $0.75 in, $3.75 out. Rates change often, so check Google Vertex AI's pricing page before committing.

### How much context does Google Vertex AI support?

Google Vertex AI's long-context support: 1M on Gemini 3.8 Flash.

### What are the downsides of Google Vertex AI?

Fragmented, hard-to-forecast pricing and a sprawling product surface with names in flux; Real lock-in, since pipelines, features and registries are Vertex-native, and support often draws unfavorable comparisons with AWS.

### What are the best alternatives to Google Vertex AI?

Common alternatives include Subconscious, OpenAI, Anthropic, Amazon Bedrock, Together AI. Each has a head-to-head comparison with Google Vertex AI on this site.

## Comparisons

- [Subconscious vs Google Vertex AI](https://www.subconscious.dev/compare/subconscious-vs-google-vertex.md)
- [OpenAI vs Google Vertex AI](https://www.subconscious.dev/compare/openai-vs-google-vertex.md)
- [Anthropic vs Google Vertex AI](https://www.subconscious.dev/compare/anthropic-vs-google-vertex.md)
- [Google Vertex AI vs Amazon Bedrock](https://www.subconscious.dev/compare/google-vertex-vs-aws-bedrock.md)
- [Google Vertex AI vs Together AI](https://www.subconscious.dev/compare/google-vertex-vs-together-ai.md)
- [Google Vertex AI vs Fireworks AI](https://www.subconscious.dev/compare/google-vertex-vs-fireworks.md)
- [Google Vertex AI vs Baseten](https://www.subconscious.dev/compare/google-vertex-vs-baseten.md)
- [Google Vertex AI vs Groq](https://www.subconscious.dev/compare/google-vertex-vs-groq.md)
- [Google Vertex AI vs Cerebras](https://www.subconscious.dev/compare/google-vertex-vs-cerebras.md)
- [Google Vertex AI vs DeepInfra](https://www.subconscious.dev/compare/google-vertex-vs-deepinfra.md)
- [Google Vertex AI vs Modal](https://www.subconscious.dev/compare/google-vertex-vs-modal.md)
- [Google Vertex AI vs xAI](https://www.subconscious.dev/compare/google-vertex-vs-xai.md)
- [Google Vertex AI vs DeepSeek](https://www.subconscious.dev/compare/google-vertex-vs-deepseek.md)
- [Google Vertex AI vs Moonshot AI](https://www.subconscious.dev/compare/google-vertex-vs-moonshot-ai.md)
- [Google Vertex AI vs Z.ai](https://www.subconscious.dev/compare/google-vertex-vs-z-ai.md)
- [Google Vertex AI vs Alibaba Cloud](https://www.subconscious.dev/compare/google-vertex-vs-alibaba-cloud.md)
- [Google Vertex AI vs Meta](https://www.subconscious.dev/compare/google-vertex-vs-meta.md)
- [Google Vertex AI vs SambaNova](https://www.subconscious.dev/compare/google-vertex-vs-sambanova.md)
- [Google Vertex AI vs Nebius](https://www.subconscious.dev/compare/google-vertex-vs-nebius.md)
- [Google Vertex AI vs fal](https://www.subconscious.dev/compare/google-vertex-vs-fal.md)
- [Google Vertex AI vs Novita AI](https://www.subconscious.dev/compare/google-vertex-vs-novita-ai.md)
- [Google Vertex AI vs Parasail](https://www.subconscious.dev/compare/google-vertex-vs-parasail.md)
- [Google Vertex AI vs Inference.net](https://www.subconscious.dev/compare/google-vertex-vs-inference-net.md)
- [Google Vertex AI vs GMI Cloud](https://www.subconscious.dev/compare/google-vertex-vs-gmi-cloud.md)
- [Google Vertex AI vs Sail Research](https://www.subconscious.dev/compare/google-vertex-vs-sail-research.md)
- [Google Vertex AI vs Morph](https://www.subconscious.dev/compare/google-vertex-vs-morph.md)
- [Google Vertex AI vs Relace](https://www.subconscious.dev/compare/google-vertex-vs-relace.md)
- [Google Vertex AI vs TypeSafe AI](https://www.subconscious.dev/compare/google-vertex-vs-typesafe-ai.md)
- [Google Vertex AI vs StepFun](https://www.subconscious.dev/compare/google-vertex-vs-stepfun.md)
- [Google Vertex AI vs Runware](https://www.subconscious.dev/compare/google-vertex-vs-runware.md)
- [Google Vertex AI vs StreamLake](https://www.subconscious.dev/compare/google-vertex-vs-streamlake.md)
- [Google Vertex AI vs Wafer](https://www.subconscious.dev/compare/google-vertex-vs-wafer.md)
- [Google Vertex AI vs RunInfra](https://www.subconscious.dev/compare/google-vertex-vs-runinfra.md)
- [Google Vertex AI vs Particle.AI](https://www.subconscious.dev/compare/google-vertex-vs-particle-ai.md)

## Sources

- [Introducing Gemini 3.8 Flash, Google](https://blog.google/innovation-and-ai/models-and-research/gemini-models/3-8-flash-and-3-8-flash-cyber/)
- [Vertex AI review, Toolworthy](https://www.toolworthy.ai/tool/google-vertex-ai)
- [Gemini Enterprise Agent Platform review](https://www.aicentralresources.com/tool/google-cloud-vertex-ai)
- [Vertex AI review, Zendikt](https://www.zendikt.com/product/vertex-ai)

Pricing and model lineups change often; figures are a snapshot.