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OpenAI models on Google Cloud: what's live and what isn't yet

GPT-6 Astra, Sol and Luna are coming to Google Cloud, billed against your GCP commitments. For now it's a private preview. What changes for developers.

OpenAI models are coming to Google Cloud. Google said on 21 October that GPT-6 Astra, GPT-6.1 Sol and GPT-6 Luna are in a private preview for select enterprise customers.

Table of where to buy OpenAI GPT-6 models on 22 October 2026: the OpenAI API, Microsoft Foundry on Azure and Amazon Bedrock are available, while Google Cloud Model Garden is in private preview
Graphic: Mavday. Sources: OpenAI and Google Cloud (21 October 2026), Azure Blog (3 September 2026), AWS (28 April and 8 September 2026)

OpenAI says general availability is “planned in the coming weeks.” Until then, OpenAI models on Google Cloud are only for the companies Google lets in.

For developers on Google Cloud, the change is about billing more than access. You can already buy these models from OpenAI, Microsoft and Amazon. On Google Cloud, OpenAI usage will sit on the same invoice as everything else and count against the spend you’ve already committed to Google.

What OpenAI and Google announced

Google’s post, by Michael Gerstenhaber, its vice president of product management for Gemini, lists three models:

  • GPT-6 Astra: “Designed for demanding work across coding, computer use, professional tasks, and scientific research.”
  • GPT-6.1 Sol: “Near-Astra intelligence at lower cost across agentic coding, computer use, and professional work.”
  • GPT-6 Luna: “A fast, cost-efficient model for everyday work at scale.”

They sit in Google Cloud’s Model Garden. Customers in the preview can “build with these models through our APIs and connect their local Codex CLI and Desktop workflows directly to our Gemini platform for inference,” Google said. Both companies say OpenAI models will come to Google Antigravity, Google’s agentic coding tool, soon.

If you’re looking for Vertex AI in all this, it has a new name. Google’s docs now call it the Gemini Enterprise Agent Platform, and Vertex AI Model Garden is now Gemini Enterprise Agent Platform Model Garden.

OpenAI models on Google Cloud: what changes for you

Three things, according to Google’s post:

  1. One bill. OpenAI models are sold through Google Cloud Marketplace, so “all usage appears on a single Google Cloud invoice, draws down existing cloud commitments, and counts toward Flexible Savings Plans (FSP) across model providers.” If your company has a large Google Cloud commitment, it will be able to spend part of it on GPT-6.
  2. Data stays in your perimeter. Google says prompts, context and outputs “remain entirely within your designated data perimeter and are never used to train foundation models.”
  3. Google’s controls. Calls run under an authenticated identity, with VPC Service Controls and unified audit logging.

Some things aren’t there yet. Zero data retention and Confidential Compute are both “coming soon”, in Google’s words. Neither company has published prices for Google Cloud, and there’s no docs page with model IDs, regions or quotas.

When we checked on 22 October, Google’s partner model docs listed Claude, Grok, Mistral and Meta models, but no page for OpenAI’s GPT-6 models. Access is through an interest form, which says filling it in “does not guarantee access.”

Where you can buy GPT-6 now

Where Billed through Status on 22 Oct
OpenAI API OpenAI Available
Microsoft Foundry (Azure) Azure GPT-6 Astra generally available since 3 Sep
Amazon Bedrock (AWS) AWS, counts towards AWS commitments GPT-6 Astra generally available since 8 Sep
Google Cloud Model Garden Google Cloud, counts towards GCP commitments Private preview, select enterprises

AWS said when OpenAI models became generally available on Bedrock in June that “Pricing matches OpenAI first-party rates.” Google hasn’t said whether it will do the same.

Google now claims to be “the only hyperscale cloud provider offering access to all three leading closed source LLMs”. It doesn’t name them, but its catalogue has Gemini, Claude and now GPT. Anthropic’s Claude models have been on Google Cloud since 2024.

Why OpenAI can do this now

Until April, Microsoft had the sole right to host OpenAI’s API. The two companies’ October 2025 agreement said “API products developed with third parties will be exclusive to Azure.”

That changed on 27 April 2026. Under the amended deal, “OpenAI can now serve all its products to customers across any cloud provider,” and Microsoft’s licence became non-exclusive. OpenAI’s models reached Amazon Bedrock in a limited preview the next day. Google Cloud is the latest to get them.

Four dated cards: on 28 October 2025 API products built with third parties stayed exclusive to Azure; on 27 April 2026 an amended agreement let OpenAI serve all products on any cloud; on 28 April 2026 OpenAI models reached Amazon Bedrock in limited preview; on 21 October 2026 GPT-6 models entered private preview on Google Cloud

OpenAI's models went from Azure-only to Amazon and Google in under a year. Graphic: Mavday. Sources: OpenAI and Microsoft (28 October 2025, 27 April 2026), AWS (28 April 2026), Google Cloud (21 October 2026)

Microsoft still has a head start. The April agreement says OpenAI products “will ship first on Azure, unless Microsoft cannot and chooses not to support the necessary capabilities.” OpenAI’s announcement ends: “Microsoft remains OpenAI’s primary cloud partner.” We found no public statement from Microsoft about the Google deal.

For background, see our coverage of OpenAI’s $30bn funding round, and of Microsoft pulling out of a UK data centre it had planned with Nscale.

What happens next

OpenAI says general availability is “planned in the coming weeks”, without a date. Watch for three things when it arrives: per-token prices, the regions it runs in, and whether zero data retention is ready. Alphabet, Microsoft and Amazon all report quarterly results in the week starting 26 October, CNBC reported.

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Sources

14
  1. OpenAI models are coming to Google Cloud · OpenAI, 21 Oct 2026
  2. Google Cloud expands model choice and flexibility, bringing OpenAI models to customers · Google Cloud, 21 Oct 2026
  3. Gemini Enterprise Agent Platform name changes · Google Cloud Docs, 21 Oct 2026
  4. The next phase of the Microsoft OpenAI partnership · OpenAI, 27 Apr 2026
  5. Joint statement from OpenAI and Microsoft · OpenAI, 27 Feb 2026
  6. The next chapter of the Microsoft-OpenAI partnership · OpenAI, 28 Oct 2025
  7. GPT-6 Astra from OpenAI is now available on Amazon Bedrock · Amazon, 28 Apr 2026
  8. OpenAI models and Codex on Amazon Bedrock are now generally available · AWS, 1 Jun 2026
  9. OpenAI GPT-6 Astra is now generally available on Amazon Bedrock · AWS, 8 Sept 2026
  10. GPT-6 Astra: frontier intelligence for work, now generally available in Microsoft Foundry · Microsoft Azure Blog, 3 Sept 2026
  11. Models · OpenAI API docs, 22 Oct 2026
  12. Anthropic’s Claude 3 models go GA on Vertex AI · Google Cloud, 20 Mar 2024
  13. OpenAI to sell its top models on Google Cloud in latest enterprise push (Reuters) · Reuters via The Star, 21 Oct 2026
  14. OpenAI to bring AI models to Google's cloud, in further expansion beyond Microsoft · CNBC, 21 Oct 2026

Dominik Studzinski

Software Engineer · Co-founder

Dominik is a software engineer and co-founder of Mavday. He writes about building with AI: retrieval, evaluation and the engineering that turns a demo into something you can ship.

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