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Google Cloud opens a private preview of OpenAI's GPT-6 models

Google Cloud says OpenAI's GPT-6 Astra, GPT-6.1 Sol and GPT-6 Luna are rolling out in private preview to select enterprise customers in Model Garden, billed through Google Cloud Marketplace. OpenAI says general availability is planned in the coming weeks, and that Microsoft remains its primary cloud partner.

OpenAIGoogle CloudGPT-6CodexModel Garden

OpenAI and Google Cloud said on 21 October 2026 that OpenAI's frontier models and Codex workflows are coming to Google Cloud's Model Garden[1][2]. Google names three models and says they are rolling out now in private preview to select enterprise customers[2]. OpenAI's post does not name them. It says general availability is planned in the coming weeks, and that Microsoft remains OpenAI's primary cloud partner[1].

01 / 06

The models Google names

The Google Cloud post is bylined Michael Gerstenhaber, VP of product management for Gemini[2]. It lists three OpenAI 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."

Those descriptions are Google's[2]. OpenAI's post speaks only of "frontier models" and Codex, and of "our most capable models"[1].

Google also writes that it is "now the only hyperscale cloud provider offering access to all three leading closed source LLMs, alongside more than 200 first-party, third-party, and open models on a unified enterprise AI platform"[2]. The sentence does not name the other two closed models.

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What is available on 21 October

Google says the three models "are rolling out now in private preview to select enterprise customers" in Model Garden, "with more coming soon"[2]. "Starting today," it says, customers can build with the models through Google Cloud APIs and "connect their local Codex CLI and Desktop workflows directly to our Gemini platform for inference." The post points to a form for customers who want access[2].

The same post says that, coming soon, the models will be available in Gemini for business and Google Antigravity[2].

OpenAI's wording is parallel and not identical. It says the partnership brings frontier models and "Codex agentic workflows" into Model Garden, and that OpenAI models "will soon be available in Google Antigravity and the Gemini Agent"[1]. It uses "the Gemini Agent," where Google's post says "Gemini for business." It says general availability is planned in the coming weeks, and it points readers to a request-access link[1]. It does not say the Codex CLI connection is live on 21 October. That sentence is in Google's post[2].

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How the bill is supposed to work

OpenAI says customers will purchase the models via Model Garden, "transacted through the Google Cloud Marketplace," and that enterprises with Google Cloud spend commitments will be able to draw those commitments down for these purchases[1].

Google says the same Marketplace path, and adds three billing details: usage appears on a single Google Cloud invoice, it draws down existing cloud commitments, and it counts toward Flexible Savings Plans (FSP) across model providers[2]. Google also says customers can swap models for performance, latency and cost "without architectural lock-in or separate vendor contracts"[2].

Neither post publishes a price.

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What Google says about data

Google says customer prompts, context and outputs "remain entirely within your designated data perimeter and are never used to train foundation models," with Zero Data Retention options "available coming soon"[2]. It says the OpenAI models run on dedicated Google Cloud infrastructure, with Confidential Compute coming soon, and that queries are routed through isolated gateways so that data in transit stays inside Google Cloud and third-party model providers have no unauthorized access to the customer's cloud environment[2].

It also says every agent and model interaction runs under an authenticated identity, with VPC Service Controls and unified audit logging[2]. The posts do not attach a region list, a retention period or an outside audit to those sentences.

Yashodha Bhavnani, VP of AI Products at Box, is quoted in Google's post. She says that by using OpenAI models through Google Cloud, Box "will be able to give customers access to OpenAI's frontier AI models alongside Google Cloud's security and compliance capabilities"[2]. The quote is about what Box expects to offer. It does not say a Box product has switched over.

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What the two executives said

Greg Brockman, OpenAI's president and co-founder, said: "Google Cloud is a leading platform for developers and businesses building AI agents, writing software, and putting AI to work. This partnership is an important step in making our most capable models and Codex available where customers are already building, giving them even more choice in how they use frontier AI as we grow the agentic ecosystem together"[1].

Thomas Kurian, chief executive of Google Cloud, said: "We are focused on giving customers a broad selection of models, including those from OpenAI, so they can choose the right model for any given job, helping to deliver optimal quality and lower costs"[1].

OpenAI closes its post with one further sentence: "Microsoft remains OpenAI's primary cloud partner"[1].

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Why it matters

The 21 October posts put OpenAI's models on a Google Cloud bill, inside a private preview, with Codex called out on both sides. Google's account of what a selected customer can do today is an API call and a local Codex CLI or Desktop connection into the Gemini platform. Its account of Antigravity, and OpenAI's account of general availability, are both still ahead. The figure the posts do give is Google's "more than 200" other models on the same platform. The figure they do not give is the price.

FAQ

Questions, answered.

01

Which OpenAI models is Google Cloud offering?

Google Cloud's post of 21 October 2026 names three: GPT-6 Astra, GPT-6.1 Sol and GPT-6 Luna. It describes Astra for demanding work across coding, computer use, professional tasks and scientific research; Sol as near-Astra intelligence at lower cost for agentic coding, computer use and professional work; and Luna as a fast, cost-efficient model for everyday work at scale. OpenAI's post of the same day announces frontier models in Model Garden and does not print those three names.

02

Can anyone call the models yet?

Google says GPT-6 Astra, GPT-6.1 Sol and GPT-6 Luna are rolling out in private preview to select enterprise customers, and it points readers to a form to express interest. It says that from the day of the post, those customers can call the models through Google Cloud APIs and connect local Codex CLI and Desktop workflows to the Gemini platform for inference. OpenAI says general availability is planned in the coming weeks.

03

How do customers pay, and what is the price?

Both posts say customers purchase the models through Google Cloud Marketplace and can draw down Google Cloud spend commitments. Google adds that usage appears on a single Google Cloud invoice and counts toward Flexible Savings Plans across model providers. Neither post publishes a price per token, a rate card or a free tier.

04

Does Microsoft remain OpenAI's cloud partner?

OpenAI's post says Microsoft remains its primary cloud partner. The sentence does not define what that status covers, and the post does not describe any change to the Microsoft agreement. Google's post does not mention Microsoft.

05

Will customer prompts be used to train the models?

Google says customer prompts, context and outputs stay inside the customer's designated data perimeter and are never used to train foundation models. It says Zero Data Retention options are coming soon, and that Confidential Compute on the dedicated infrastructure for these models is also coming soon. The posts do not publish a region list or a retention schedule.

06

Where do Codex, Antigravity and Gemini fit?

OpenAI says the partnership brings Codex agentic workflows into Model Garden, and that the models will soon be available in Google Antigravity and the Gemini Agent. Google says customers can already connect local Codex CLI and Desktop workflows to the Gemini platform for inference, and that the models are coming soon to Gemini for business and Google Antigravity. The two posts use those product names as written here.