# Google Vertex AI vs OpenScale

> Vertex AI is Google Cloud's full AI platform with Gemini and Claude. OpenScale is a single-purpose API selling DeepSeek V4.1 Flash at low prices.

Canonical: https://www.subconscious.dev/compare/google-vertex-vs-openscale · By The Subconscious Team · Updated October 11, 2026

## How they compare

Vertex AI offers 200+ models, including Gemini 3.8 and Claude, next to custom training on GPUs or TPUs, agent tooling, vector search and BigQuery integration. Gemini 3.8 Flash runs $0.75 in and $3.75 out per million tokens with a 1M window. OpenScale does one thing: it serves DeepSeek V4.1 Flash at $0.06 in and $0.24 out under a 50% promotion, with prepaid credits and no minimums.

Vertex fits enterprises already on Google Cloud that want governed agents close to their data. OpenScale fits developers and small teams who want the cheapest open model for coding agents without a cloud contract, and who can live with one model, one region and no SLA.

## What each one does

### 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.

### OpenScale

OpenScale is a Y Combinator-backed inference API built by LatentSpace and run out of Singapore. It sells open models behind one endpoint that speaks Chat Completions, the OpenAI Responses API and Anthropic Messages, so Claude Code, Codex, OpenCode, Cline, GitHub Copilot, Zed and other coding agents can point at it with a base URL and key. Its public catalog today is DeepSeek V4.1 Flash in two versions, standard and fast, both with a 1M token context window and up to 384K output tokens.

## Which is best, and when

### Choose Google Vertex AI for

- Enterprises on Google Cloud
- Multimodal and long-context work on Gemini
- Training and MLOps in one stack

### Choose OpenScale for

- Cheap DeepSeek V4.1 Flash with no contract
- Coding agent backends
- Prepaid, pay-as-you-go billing

## At a glance

| Attribute | Google Vertex AI | OpenScale |
|---|---|---|
| Model access | Closed and open, 200+ models | Open weights |
| Flagship models | Gemini 3.8 Flash, Claude, Gemma | DeepSeek V4.1 Flash |
| Speed | Flash tier built for low latency | 200+ tok/s; fast tier ~2x |
| Price | Gemini 3.8 Flash $0.75 in, $3.75 out until 2027, then $1.50/$7.50 | $0.06 in, $0.24 out (promo, DeepSeek V4.1 Flash) |
| Customization | Custom training on GPUs or TPUs | N/A |
| Deployment | Managed on Google Cloud | Serverless API |
| Long context | 1M on Gemini 3.8 Flash | 1M context |

## FAQ

### What is the difference between Google Vertex AI and OpenScale?

Vertex AI is Google Cloud's full AI platform with Gemini and Claude. OpenScale is a single-purpose API selling DeepSeek V4.1 Flash at low prices.

### When should I choose Google Vertex AI over OpenScale?

Enterprises on Google Cloud; Multimodal and long-context work on Gemini; Training and MLOps in one stack.

### When should I choose OpenScale over Google Vertex AI?

Cheap DeepSeek V4.1 Flash with no contract; Coding agent backends; Prepaid, pay-as-you-go billing.

### Is Google Vertex AI or OpenScale cheaper?

Google Vertex AI: Gemini 3.8 Flash $0.75 in, $3.75 out until 2027, then $1.50/$7.50. OpenScale: $0.06 in, $0.24 out (promo, DeepSeek V4.1 Flash). The cheaper choice depends on the model and workload.

### Which has more context, Google Vertex AI or OpenScale?

Google Vertex AI: 1M on Gemini 3.8 Flash. OpenScale: 1M context.

## Running long-horizon agents?

If your agents run past 200K tokens, compare both against Subconscious: [Subconscious vs Google Vertex AI](https://www.subconscious.dev/compare/subconscious-vs-google-vertex.md), [Subconscious vs OpenScale](https://www.subconscious.dev/compare/subconscious-vs-openscale.md).

Full profiles: [Google Vertex AI](https://www.subconscious.dev/providers/google-vertex.md), [OpenScale](https://www.subconscious.dev/providers/openscale.md).