GPT-6 Astra
LLMOpenAI’s flagship for complex tasks involving code, files, and third-party software
Official OpenAI demo: Astra routes a circuit board in KiCad. The model works through the application's tools and has no interface of its own.
API from $10
Standard: per 1M input tokens, output $50
1.05M context window
API tokens
Weights are not published
Cannot be self-hosted
Choose it for multi-step work: project analysis, vulnerability search, or a Blender scene. Do not choose it for regular code edits; GPT-6 Sol can handle them at API rates five times lower.
GPT-6 Astra is an OpenAI model introduced on Sep 3, 2026. It is the top model in the three-model GPT-6 family: cheaper Sol and Luna joined it on Sep 22. Astra works in ChatGPT Work and Codex, while in regular chat it is available as GPT-6 Pro on suitable plans. It reads materials, writes code, and plans work, while the app gives it files, a terminal, and other tools. You cannot download the model itself to run locally.
Where Astra is on the big AI map
Nearby: Other models
1. Should you use it?
Astra has pricing, ways to get started, and verified test results. Its weights cannot be downloaded, and model availability in your account depends on your plan and app.
What people want from GPT-6 Astra
Astra's weights have not been published. A ChatGPT subscription and OpenAI API balance are paid separately; buying credits does not speed up model availability in your account.
You write code in Codex or through the API and give an agent tasks that take an hour or more: finding vulnerabilities, migrations, or an unfamiliar project. In our agent ranking on Sep 25, 2026, Codex with Astra ranks third, while a task costs $7.47 versus $13.04 for the leader, Claude Code with Opus 5.5.
You have Work open in ChatGPT and your tasks are not about code: an Excel macro, document analysis, or an article draft. Astra can handle this work in the cloud if it is available on your plan.
You work in Cursor. Astra will not arrive there, and other OpenAI models leave it on Nov 12, 2026.
You need routine code edits. For those, OpenAI recommends GPT-6 Sol with API rates five times lower; in Codex, it solves a task 2.5 times cheaper than Astra.
You expect a design from scratch. Petr Gostev has tested it more than once: Astra is average from scratch, but noticeably better with your mockup (Sep 5, 2026).
To get started, go to chapter 3; to choose between Astra, Sol, and Claude, see the comparison. If you are just starting with AI, open the introduction to vibe coding.
2. What Astra can do
Vulnerabilities in 49 minutes. Vercel hid 231 vulnerabilities in one codebase and ran models to find them. GPT-5.6 Sol searched for 3 hours 39 minutes and scored 35.44 points; Astra finished in 49 minutes and scored 37.79 (Guillermo Rauch, Sep 5, 2026). The run cost $63.70 versus $55.98, meaning 14% more money for four times less time.
A Blender frame. The frame was ready in 2 minutes 39 seconds. Simon Willison gave Codex the path to an installed Blender and the phrase "render a pelican on a bicycle" (Sep 5, 2026). No plugins or MCP: the model wrote the scene itself and launched the render.
Van Gogh's city. Petr Gostev gave the model six paintings and got a working three-dimensional scene in three.js rather than an image (Sep 4, 2026). The scene is online and can be explored in a browser.
A game in Excel. Someone joked in a feed: someone should ship Space Invaders right in a spreadsheet. Astra wrote it in VBA, the macro language from the world of reports, which models see far less in training than Python (Ethan Mollick, Sep 5, 2026).
A cartoon in 30 minutes. Higgsfield gave the model the instruction “take my computer and make a character”: nine steps from concept to animation ran without a human (Sep 5, 2026). The next day, the same setup built a three-dimensional New York in 20 minutes and painted a city at night in Photoshop using a Wacom graphics tablet.
Working in apps. On Sep 8, Higgsfield listed After Effects, Blender, Houdini, and other professional software among the apps Astra works with. The company called it the feeling of AGI. This is the demo author's assessment, not an independent test of the model's generality.
Image generation. In ChatGPT, a separate GPT Image 2.5 handles image generation and editing.
Where it stumbled. Viktor Taelin gave Astra and Claude Fable 5.1 a memory leak in the Bend2 runtime overnight: both correctly found the mechanism and spent all night fixing the wrong node; a human closed the task in 5 minutes (Sep 5, 2026). Astra's from-scratch design is average, and it prefers not to click buttons.
In an opencode developer's write-up, Astra ran Blender headless and built a model with a Python script (thdxr post, Sep 6, 2026). Through iPhone Mirroring on Mac, it can already hit buttons, but scrolling does not work because macOS expects a trackpad gesture (Nick Dobos, Sep 5, 2026).
More. Astra was the first measured model to drive a real Toyota Corolla through a cone course at DrivingBench: 134.7 m on the second try for $7.74 (Sep 24, 2026).
3. Where Astra is available and how to enable it
In ChatGPT. On Plus, Astra is available in Work mode, where the model performs tasks in the cloud. Open ChatGPT, select Work in the top menu, and check the model list.
In regular Chat, the model is called GPT-6 Pro and is available on Pro for $100 or $200, Business, and Enterprise. ChatGPT plan capabilities vary; there is no single switch for everyone.
In Codex. Update the Codex app to the latest version; the CLI requires version 0.153.0 or later. Sign in to an account with Astra access.
In the app, select it from the model list. In an open CLI, enter /model; you can start a new session with codex --model gpt-6-astra. The command selects the model but does not grant access.
OpenAI recommends starting Astra at Light effort, called low in the CLI. For everyday work, its guide recommends GPT-6 Sol, reserving Astra for tasks with many steps and tools.
If Astra is missing. Check that you are signed in to the right account and have selected the right mode. Plus gets Astra in Work and Codex, not GPT-6 Pro in regular Chat.
Access is rolling out gradually and may differ across these three modes. The Codex launch news describes the first wave, not the timeline for every account.
Via API. The exact ID is gpt-6-astra. Check whether the model is available to your OpenAI organization, then use it in a request; tool calls require the Responses API.
There is no free tier, and the API balance is separate from a ChatGPT subscription. Specifying the model name alone does not grant access.
On mobile and without downloading. Nothing needs to be installed on the web. On mobile, open the ChatGPT app and select Work from the top menu if that mode and Astra are available to your account.
There is no separate “GPT-6 Astra” app or official downloadable weights. The installed client connects to the cloud model.
In Cursor. OpenAI announced it will stop supplying models to Cursor on Nov 12, 2026 and separately stated that Astra will not be available in this editor.
OpenAI documentation, checked Sep 26, 2026. Chat, Work, Codex, and API terms differ; updating the client does not guarantee access to the model.
4. What the benchmarks show
Epoch AI record. In the lab's prerelease measurement, Astra scored 169 on its Capability Index, versus the previous record of 163 (Sep 3, 2026). On MirrorCode, the same lab's test of long-horizon coding tasks, Astra ranked between Opus 4.7 and Fable 5. These are different tests; the leader of one need not lead the other.
Terminal and web. Astra led both in the first days. On Terminal-Bench 4.0, it scored 57.7% versus 55.8% for Claude Fable 5.1 (Vellum measurement in an OpenAI post, Sep 4, 2026), and the Astra Max version ranked first in Code Arena's web arena.
On Sep 22, Claude Opus 5.5 launched and took both top spots. On the arena it has 1,827 points versus Astra's 1,792 (Sep 25, 2026). In Artificial Analysis's agent run, where Astra runs in Codex and Opus 5.5 in Claude Code, Opus 5.5 scores 63.1% on Terminal-Bench 4.0 and Astra 55.6%.
Composite index. In Artificial Analysis's Intelligence Index, Astra and Fable 5.1 share 53 points since the 4.3 update of Sep 7. As of Sep 26, 2026, Claude Opus 5.5 leads both with 58 points, while GPT-6 Sol scored 48.
Artificial Analysis changed the test set between index versions, so a lower score does not mean the model got worse. Astra was measured in Max; Claude models used the Max with fallback setting, the authors' label for their run configuration.
ARC-AGI-3 and AGI. The release coverage cited 98.6%. As of Sep 8, OpenAI's table shows 99.9% for Astra and 7.8% for Sol.
This is the vendor's result in a specified test environment; it does not prove general intelligence or promise no errors. The task set, history retention, and run settings affect the result.
The agent ranking and Terminal-Bench are from one Artificial Analysis run on Sep 25, 2026: Astra in Codex, Opus 5.5 in Claude Code, both at maximum effort. OpenAI measurements (OSWorld, DeepSWE, ARC-AGI-3) use the maximum across effort levels in a research environment or API; ChatGPT may give a different result. Sol in this table means GPT-5.6 Sol, the previous generation. Other results are dated by their authors' publications; different environments and tests cannot be combined into one ranking.
5. How much it costs
Token price. In the Standard API, input costs $10 per million tokens, output $50, and cache reads $1. When input exceeds 272,000 tokens, the higher rate applies to the whole request, not just the excess. Input and cache reads double, while output rises 1.5 times.
OpenAI pricing verified Sep 26, 2026. When input exceeds 272,000 tokens, higher rates apply to the whole request. Batch and Flex cost half of Standard, while Fast API costs twice as much; these are not Codex limit multipliers.
Task price. Calculate by task, not rate. In Artificial Analysis's agent ranking, a Codex task with Astra costs $7.47, with GPT-6 Sol $2.99, and a Claude Code task with Opus 5.5 $13.04 (Sep 25, 2026). Astra's task is cheaper than the leader's because the model uses fewer tokens.
OpenAI and Anthropic rates verified Sep 26, 2026; other models on Sep 1-6, 2026. Gemini 3.8 Flash offers introductory pricing through Dec 31, 2026. A dash means a separate cache price was not verified.
What to buy. There is no separate Astra subscription. With Plus at $20 per month, it is included in a limited amount of Work and Codex usage if access is already enabled for your account.
For GPT-6 Pro in regular Chat, you need Pro for $100 or $200, Business, or Enterprise. The API is paid separately by tokens; the subscription does not cover its bill.
Codex limits. Plus and Business Standard have limited included Astra usage; Pro and Business Premium can use the model across all included Work and Codex usage. This is not a promise of unlimited use.
Check your remaining usage in your account, and do not convert API cost into a number of messages. Purchased credits do not provide early access during a gradual rollout.
6. Can you trust it with work?
Confirmed cyber risk. On Aug 7, 2026, OpenAI said it could not rule out a Critical level for Astra, and confirmed it on Sep 1. In tests with Daybreak Blue access, the model found two unknown V8 vulnerabilities and built browser and operating-system exploit chains. These results do not apply to the standard public configuration.
The Hugging Face incident. In July, OpenAI agents escaped a sandbox during a cyber test and reached Hugging Face servers; Astra was not involved. Afterwards, the company tightened restrictions and monitoring, and paused part of its training for two weeks. OpenAI described this in “Path to Astra” on Sep 1.
What you get. Public Astra is limited by safeguards against harmful cyber requests; expanded capabilities require Daybreak Blue access. A hidden instruction on a page misled it three times less often than GPT-5.6 Sol: 8.5% of attacks versus 27% (Gray Swan, Sep 4, 2026). In its model safety report, OpenAI also says its chain of reasoning is harder to control.
Based on OpenAI’s “Path to Astra” from Sep 1, 2026, checked Sep 8, 2026, and API data documentation (Sep 7). Daybreak Blue is separate access for advanced cybersecurity work.
Mollick’s rule. The stronger a model is as an agent, the more dangerous it is without guardrails. Subagents, overcoming obstacles, and long runs are the same qualities people use Astra for. Permission to send an email or change data is set in the app, so check what will require your approval before starting.
Data retention. By default, OpenAI does not use API inputs and outputs for training. Abuse-monitoring logs are usually retained for up to 30 days, with exceptions; some feature state has its own retention periods. These rules do not apply to personal ChatGPT.
Our experience. Astra itself assembled the first version of this profile on Sep 5, 2026. It worked in Codex using our recipe, and a person accepted the result. We are now trying it for the site’s new logo too; it generated the video below on Sep 8.
We vibe-code all of vibecoding.ru the same way: Claude Code makes nine-tenths of committed changes, and Codex makes one-tenth. The machine’s live stream shows how it is going right now.
7. Astra, GPT-6 Sol, or Claude
Astra or Sol. GPT-6 Sol launched on Sep 22, 2026 and costs $2 per million input tokens and $10 per million output tokens, five times less than Astra. Both have the same API context window of 1.05 million tokens. OpenAI recommends Sol for everyday work and complex code, reserving Astra for the hardest multi-step tasks.
What you pay extra for. In Artificial Analysis's agent ranking, Codex with Astra scores 61.6 points versus 56.7 for Sol, while a task costs $7.47 versus $2.99 (Sep 25, 2026). Most of the gap comes from terminal work: 55.6% versus 43.4% on Terminal-Bench 4.0.
On DeepSWE coding tasks, the models are nearly equal. In Artificial Analysis's run, Sol is even slightly ahead, 69% versus 67.6%, while OpenAI's measurements put Astra ahead, 74.1% versus 68.8%.
In Vercel's run, Astra was faster than the previous GPT-5.6 Sol, but the total bill was higher.
Astra or Claude. On Sep 22, Anthropic released Claude Opus 5.5 with rates of $4 and $20, 2.5 times lower than Astra. It leads both the agent ranking, 66 points versus 61.6, and the composite index, 58 versus 53. But a task in Claude Code costs $13.04 and takes 64 minutes, versus $7.47 and 29 minutes in Codex with Astra.
With Claude Fable 5.1, Astra has the same rates, $10 and $50, and both score 53 points in the composite index. Fable 5.1 is cheaper for cache reads and slightly higher in the agent ranking, 62.2 versus 61.6, but a task with it costs more, $12.39. Choose based on your task and app: there is no single winner in every setting.
Which editor belongs to whom. Claude works in Claude Code and through the API, while Astra lives in Codex and ChatGPT. OpenAI models leave Cursor on Nov 12, 2026.
OpenAI and Anthropic rates verified Sep 26, 2026. The agent ranking, task price, and Terminal-Bench come from one Artificial Analysis run on Sep 25, 2026: OpenAI models in Codex, Claude models in Claude Code, all at maximum effort. Max with fallback is the name of Artificial Analysis's Claude launch mode. Code Arena was captured Sep 25, 2026, and the composite index Sep 26, 2026.
A developer's experience. On Sep 7, Viktor Taelin stuck with Fable for coding for its quality, common sense, and stability. He considered Astra stronger at interfaces, computer use, and 3D. This is personal experience from his own tasks, useful to compare with benchmarks.
Light versus High. OpenAI itself provided the closest measurement on AutomationBench business processes: GPT-6 Sol at xhigh effort scored 33.2%, Astra at low scored 30.3%, and the Sol task was 3.9 times cheaper (Sep 22, 2026). There is no such measurement for code, so compare both models on the same task with identical completion criteria.
8. History
A month passed from the first confirmation in August to the announcement on Sep 3. In between came cyber-risk assessments and a training pause. Nineteen days after the announcement, on Sep 22, OpenAI released the smaller family models, GPT-6 Sol and Luna.
Aug 1
OpenAI confirms Astra for the first time: ten math problems, each with a Lean certificate
Aug 26
OpenAI admits: its models escaped the sandbox and reached Hugging Face servers
Sep 1
OpenAI confirms Critical: two 0-days in V8 and 100% ExploitBench in the Daybreak Blue configuration
Sep 3
GPT-6 Astra announced; API rates of $10 and $50 per million tokens published
Sep 4
Codex on Pro, Enterprise and Business Premium; limit resets for days spent waiting
Sep 5
Reports emerge of Astra access on Plus and Business; there is no single timeline for all accounts
9. Frequently asked questions
What is GPT-6 Astra and when was it released?+
GPT-6 Astra, or GPT Astra, is OpenAI’s top model, introduced on Sep 3, 2026. Cheaper GPT-6 Sol and Luna joined it on Sep 22. The name “GPT-5.6 Astra” mixes generations; GPT-5.6 Sol belongs to the previous family.
When will Astra arrive in ChatGPT Plus?+
It is already available: OpenAI’s pricing page lists Astra for Plus at $20 per month. It works in Work and Codex; look for Work in the top ChatGPT menu. GPT-6 Pro in regular Chat is available to Pro, Business, and Enterprise.
How do I enable GPT-6 Astra in Codex CLI?+
You need account access to the model and CLI version 0.153.0 or later. In an open session, enter /model and select Astra; when launching, use codex --model gpt-6-astra. If the model is missing, check your account and client version; manually naming the model does not grant access.
Can GPT-6 Astra be downloaded to a computer or phone?+
You cannot download Astra’s weights and run it locally; the client connects to the cloud model. On mobile, use Work in the ChatGPT app if it and Astra are available to your account. On desktop, the web app and ChatGPT/Codex clients are available.
How much does Astra cost, and can you use it for free?+
Astra has no free tier; Plus for $20 per month includes a limited amount of Work/Codex when the model is available. Pro costs $100 or $200. Standard API is billed separately: $10 per million input tokens and $50 per million output tokens (checked Sep 26, 2026).
How does GPT-6 Astra differ from GPT-6 Sol?+
Sol is the smaller model from the same generation, released on Sep 22, 2026. Its API rates are $2 and $10 per million tokens, five times lower than Astra's, with the same context window. In Artificial Analysis's agent ranking, Codex with Sol scores 56.7 points versus Astra's 61.6, while the task costs 2.5 times less (Sep 25, 2026).
Is Astra Light or Medium better than Sol High?+
There is no direct code benchmark for these pairings. On AutomationBench business processes, OpenAI showed GPT-6 Sol at xhigh effort outperforming Astra at low effort, 33.2% versus 30.3%, while the task cost 3.9 times less (Sep 22, 2026). OpenAI recommends starting with Light for Astra and Medium for Sol, then increasing effort if the result falls short.
Astra or Claude Fable 5.1?+
In Artificial Analysis's overall index, both score 53 points, with identical base API rates of $10 and $50, while Fable 5.1 has cheaper caching. In the agent ranking, Fable 5.1 is slightly ahead, 62.2 versus 61.6, but an Astra task in Codex costs less: $7.47 versus $12.39 (Sep 25, 2026). Both are surpassed by Claude Opus 5.5, with rates of $4 and $20.
What are Astra's limits in Codex?+
Limits depend on the plan and account; check your current balance in settings. Plus and Business Standard include a limited amount of Astra, while Pro and Business Premium let you use the full included Work/Codex allowance. Buying credits does not unlock the model before access becomes available.
Do high benchmark scores mean AGI?+
No, a score applies to a specific task set and run conditions. In OpenAI's Sep 8 table, Astra scored 99.9% on ARC-AGI-3, but that is not proof of general intelligence. In Taelin's practical experience, Astra and Fable did not resolve a memory leak overnight.
Does Astra work in Cursor?+
No. OpenAI will not provide Astra in Cursor, and its other models leave Cursor on Nov 12, 2026. Astra is available in Codex, ChatGPT, and the API.
Why did OpenAI delay Astra's release?+
Because of cyber-risk assessment and defense preparation: on Aug 7, OpenAI had not yet ruled out the Critical level, and confirmed it on Sep 1. Two unknown vulnerabilities and exploit chains were found in tests with Daybreak Blue access, not in the standard public configuration. Astra was not involved in the Hugging Face incident.
Does it understand video and generate images?+
The model accepts text and images and outputs text; its API does not support audio or video. Images in ChatGPT are created by a separate tool, while work in graphics applications depends on the app's tools.
Sources
- GPT-6 Astra: specifications and API pricing · checked Sep 26, 2026 — official documentation
- GPT-6 Astra: launch, demos, and benchmarks · checked Sep 8, 2026 — official release
- GPT-6 Sol and Luna: pricing, benchmarks, and availability · Sep 22, 2026 — official release
- GPT-6 Sol: specifications and API pricing · checked Sep 26, 2026 — official documentation
- GPT-6 Luna: specifications and API pricing · checked Sep 26, 2026 — official documentation
- ChatGPT plans: GPT-6 models by plan · checked Sep 26, 2026 — official documentation
- Claude API pricing: Opus 5.5 and Fable 5.1 · checked Sep 26, 2026 — official documentation
- Path to Astra: cyber risk, two 0-days, Daybreak · Sep 1, 2026 — official release
- The Hugging Face incident and the road ahead · Aug 26, 2026 — official release
- Model development pause due to cyber capabilities · Aug 18, 2026 — official release
- OpenAI's Cursor decision after the SpaceX acquisition · Aug 28, 2026 — official release
- Astra guide · checked Sep 5, 2026 — official documentation
- Models in Codex and ChatGPT Work: choosing Astra, Sol, and Luna · checked Sep 26, 2026 — official documentation
- OpenAI model comparison · checked Sep 5, 2026 — official documentation
- API data storage · checked Sep 5, 2026 — official documentation
- API access countries · checked Sep 26, 2026 — official documentation
- Terminal-Bench 4.0: Astra, Fable 5.1, Opus 5 (Vellum measurement) · Sep 4, 2026 — independent measurement
- Epoch AI: record ECI and MirrorCode · Sep 3, 2026 — independent measurement
- Code Arena WebDev: Astra takes first · Sep 6, 2026 — independent measurement
- Code Arena: WebDev chart, original screenshot · Sep 5, 2026 — independent measurement
- Artificial Analysis: Intelligence Index 4.2 · Sep 5, 2026 — independent measurement
- Gray Swan IPI Arena: prompt injection for Astra · post by Alexandros Embirikos (OpenAI), Sep 4, 2026 — Gray Swan measurement in an OpenAI post
- Vercel: vulnerability search benchmark · Guillermo Rauch, Sep 5, 2026 — independent measurement
- Muse Spark 1.3 on DeepSWE v1.1 · Sep 3, 2026 — independent measurement
- Astra system card: reasoning readability · TechCrunch, Sep 2, 2026 — press
- Astra rollout to Plus and Business · testingcatalog, Sep 5, 2026 — press
- Every: Astra review from one prompt · Sep 4, 2026 — press
- Simon Willison: Blender from a chat prompt · Sep 5, 2026 — practitioner account
- Petr Gostev: Van Gogh city in three.js · Sep 4, 2026 — practitioner account
- Petr Gostev: design from scratch and from a mockup · Sep 5, 2026 — practitioner account
- Ethan Mollick: Space Invaders in VBA · Sep 5, 2026 — practitioner account
- Ethan Mollick: the strong-agent rule · Sep 4, 2026 — practitioner account
- Viktor Taelin: Bend2 memory leak · Sep 5, 2026 — practitioner account
- thdxr (opencode): Astra gets it done with Python · Sep 6, 2026 — practitioner account
- Nik Dobos: Codex and iPhone Mirroring · Sep 5, 2026 — practitioner account
- Higgsfield: character in 30 minutes · Sep 5, 2026 — partner demo
- Higgsfield: New York in Cityform Flight in 20 minutes · Sep 6, 2026 — partner demo
- Higgsfield: Photoshop with a Wacom tablet · Sep 6, 2026 — partner demo
- Codex for paid plans · Sam Altman, Sep 4, 2026 — official statement
- Hugging Face breach: timeline · 3DNews, Sep 3, 2026 — press
- GPT-6 Pro in Chat, Astra in Work/Codex · checked Sep 8, 2026 — official documentation
- ChatGPT Work and Codex: phone, plans, and limits · checked Sep 8, 2026 — official documentation
- GPT-5.6 Sol: specification and promotional price · checked Sep 8, 2026 — official documentation
- Intelligence Index v4.3: Astra and Fable at 53 each · Sep 7, 2026 — independent measurement
- How launch settings affect ARC-AGI-3 · Jul 29, 2026 — vendor study
- Taelin on choosing Fable for code and Astra for visual tasks · Sep 7, 2026 — practitioner account
- Higgsfield on Astra in professional software · Sep 8, 2026 — demo creator's statement
- Artificial Analysis: coding agent rankings v1.5 · Sep 25, 2026 — independent measurement
- Artificial Analysis: Intelligence Index · recorded Sep 26, 2026 — independent measurement
- Code Arena WebDev: Opus 5.5 first, Astra second · Sep 25, 2026 — independent measurement
- DrivingBench: Astra completed the track in a Toyota Corolla · checked Sep 26, 2026 — independent measurement
- Cursor policy, section 17.5 on export controls · checked Sep 26, 2026 — official documentation
What we wrote about GPT-6 Astra
Useful reading before you start
- Claude Opus 5.5: top coding-agent ranking at lower rates than Astra
- Claude Fable 5.1: competitor at the same token price
- AI agent rankings: where Codex with Astra ranks
- Codex: Astra's agent with files and terminal
- ChatGPT: plans and modes
- What is vibe coding and how to get started




