Analysis Summary
OpenAI's GPT-6 Astra combines a 52.7 intelligence index with a 76.9 coding index and a 51 agentic index. It supports text, image, and file input, tool use, and function calling, with a 1.05M-token context window. This puts it in the high-capability tier for reasoning and software work, with the long context and multimodal input supporting complex tasks beyond short prompts.
For an agency, Astra is a strong candidate for coding assistance, tool-using agents, and analysis across large document sets. Its vision and file input also support workflows that mix text with visual material. The main trade-off is cost: listed rates are $10 per million input tokens and $50 per million output tokens. Use it where depth and reliability matter, and route routine, high-volume work to a less expensive model.
Assessed September 23, 2026
Editorial notes
GPT-6 Astra pairs frontier reasoning and coding with tool use, vision, file input, and a 1.05M-token context, making it suited to demanding agent and document workflows.
The DFO score ranks models on the Artificial Analysis Intelligence Index and is refreshed as new models launch. The write-up and verdict are our own. Feedback?
DFO Verdict
GPT-6 Astra pairs frontier reasoning and coding with tool use, vision, file input, and a 1.05M-token context, making it suited to demanding agent and document workflows.
Benchmarks
Artificial Analysis data refreshed Sep 30, 2026. Arena ratings from the Sep 25, 2026 text leaderboard, with style control.
How OpenAI: GPT-6 Astra compares
OpenAI: GPT-6 Astra ranks #4 of 431 AI models we track for overall intelligence, #4 of 198 for coding, #8 of 181 for agentic tasks. Its 1.1M-token context window is larger than 98% of the models we list. At $10.00 per million input tokens it is cheaper than 3% of comparable models.
Dark bar = input · light bar = output, scaled to the priciest peer.
1M tokens ≈ 8 full-length novels or ~2,500 pages of business documents in a single request.
Pricing
| Token Type | Cost per 1M tokens | Cost per 1K tokens |
|---|---|---|
| Input | $10.00 | $0.010000 |
| Output | $50.00 | $0.050000 |
What would OpenAI: GPT-6 Astra cost your business?
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A website chatbot handling around 100 customer conversations a day, a few short messages each.
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These numbers get smaller with the right architecture.
We route routine calls to cheap models and save OpenAI: GPT-6 Astra for the hard ones. Most clients cut their estimate by 60-80%.
Talk to our teamAbout OpenAI: GPT-6 Astra
GPT-6 Astra is OpenAI's flagship model for demanding end-to-end work. It is suited for advanced analysis, software engineering, deep research, scientific work, and document creation, with particular strengths in long-horizon..
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<a href="https://designforonline.com/ai-models/openai-gpt-6-astra/"><img src="https://designforonline.com/?aiml_badge=openai-gpt-6-astra&theme=dark" alt="OpenAI: GPT-6 Astra, ranked #4 on the Design for Online AI Leaderboard" width="400" height="76"></a>
<a href="https://designforonline.com/ai-models/openai-gpt-6-astra/"><img src="https://designforonline.com/?aiml_badge=openai-gpt-6-astra&theme=light" alt="OpenAI: GPT-6 Astra, ranked #4 on the Design for Online AI Leaderboard" width="400" height="76"></a>
Frequently asked questions about OpenAI: GPT-6 Astra
How much does OpenAI: GPT-6 Astra cost?
OpenAI: GPT-6 Astra costs $10.00 per million input tokens and $50.00 per million output tokens.
What is the context window of OpenAI: GPT-6 Astra?
OpenAI: GPT-6 Astra has a context window of 1,050,000 tokens (1.1M).
Is OpenAI: GPT-6 Astra good for coding?
On our coding benchmark index, OpenAI: GPT-6 Astra ranks #4 of 198 models, placing it in the top quartile of the field for code generation and debugging.
What can OpenAI: GPT-6 Astra do?
OpenAI: GPT-6 Astra supports image/vision input, tool use, and function calling.
Who created OpenAI: GPT-6 Astra?
OpenAI: GPT-6 Astra is developed by OpenAI and was released on September 4, 2026.
Benchmarks from Artificial Analysis, pricing from the OpenRouter API, and verdicts from our own testing.
Last updated: September 30, 2026 12:44 pm