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OpenAI releases GPT-6 Astra, its most capable model for end-to-end work

GPT-6 Astra at a glance

GPT-6 Astra launched in the API with a 1M-token context, max reasoning effort and new agent controls such as async tool calling.

Current standing

As of

Rank
#3of 43 models

GPT-6 Astra (Max) · 56.9 on the Artificial Analysis Intelligence Index v5.0.1 (opens in a new tab)

Recorded at publication
57 (v5.0.1)

as of

Current leader
Gemini 4 Carbon (Google) · 60

Computed from our daily snapshot; it changes as new models are measured. OpenAI releases GPT-6 Astra, its most capable model for end-to-end work

What changed with GPT-6 Astra

OpenAI released GPT-6 Astra (gpt-6-astra) on September 3, 2026, calling it its most capable model for the hardest end-to-end work: reasoning, coding, computer use, research and document creation. It has a context window of about 1.05M tokens, up to 128K output tokens and reasoning effort levels up to 'max'.

The same day OpenAI added async tool calling, mid-turn steering and mid-conversation reasoning effort changes. OpenAI also runs misalignment monitoring on supported Astra requests. Astra does not support the 'none' reasoning effort, custom temperature/top_p or logprobs, and tool calling requires the Responses API.

GPT-6 Astra benchmarks and pricing

Values are copied from the linked source on the date shown. They are not IA Compa measurements.

Artificial Analysis Intelligence Index (max)as of · Source for Artificial Analysis Intelligence Index (max): artificialanalysis.ai (opens in a new tab)
57 (v5.0.1)
Output speed (max)as of · Source for Output speed (max): artificialanalysis.ai (opens in a new tab)
43 tokens/s
Context windowas of · Source for Context window: developers.openai.com (opens in a new tab)
1.05M tokens

How it compares

Other models in the same category that we have covered, using each model's latest recorded value. (Models)

Intelligence indexhigher is better
Output speed (tokens/s)higher is better
Input price (USD per 1M tokens)lower is better
Output price (USD per 1M tokens)lower is better
Context window (tokens)higher is better

GPT-6 Astra reasoning effort

Artificial Analysis tests this model at several reasoning-effort settings. Higher effort usually scores higher but costs more and answers more slowly.

GPT-6 Astra by effort level

Higher effort lets the model think longer. Here is what each setting scores, how fast it writes, and what it costs on Artificial Analysis.

Intelligence Index · higher is better
Cost to run the index · lower is betterHover, tap or focus a point for exact numbers.
GPT-6 Astra: Artificial Analysis results by reasoning effort
EffortIntelligence IndexOutput speed (tokens per second)Cost to run the indexBlended price (3:1) (per 1M tokens)Price in / out (per 1M tokens)First token
Max (GPT-6 Astra (max)) · Best: highest effort with a score, used in the leaderboard5743$5,661$20$10 / $50238 s
Extra high (GPT-6 Astra (xhigh))5543$3,746$20$10 / $50125 s
High (GPT-6 Astra (high))5544$3,204$20$10 / $5057 s
Medium (GPT-6 Astra (medium))5247$2,638$20$10 / $507.1 s
Low (GPT-6 Astra (low))4344$1,651$20$10 / $504.2 s
Price: $10 / $50 per 1M input / output tokens at every effort.Artificial Analysis · as of Nov 5, 2026 (opens in a new tab)

Benchmarked by AA: max · xhigh · high · medium · low of 6 available

Where to compare GPT-6 Astra

Independent leaderboards and official resources for comparing this model yourself. Rankings change often; each site shows its own current data.

Why GPT-6 Astra matters for businesses

At $10 input and $50 output per million tokens, Astra is OpenAI's premium tier; Artificial Analysis scores it 57 on its Intelligence Index v5.0.1, the highest among the OpenAI models we checked, but at a measured 43 tokens/s. For most business automations, Sol or Luna will be cheaper; Astra fits complex, high-value tasks where accuracy matters most.

Sources for this story

  1. OpenAI API changelog (opens in a new tab)

    OpenAI · developers.openai.com

    Official
  2. GPT-6 Astra model page (opens in a new tab)

    OpenAI · developers.openai.com

    Official
  3. Official
  4. GPT-6 Astra model page (opens in a new tab)

    Artificial Analysis · artificialanalysis.ai

    Benchmark

Last verified: . IA Compa summarizes public announcements for business readers. We are not affiliated with the companies mentioned. Always confirm details, pricing, and availability with the official source.

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