GPT-6 Astra

Sep 2026
GPT-6 Astra
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$1.54per task?
$10 / $50per 1M in / outcache $1
59 tok/sfirst token in 4.3 s?
1.05Mcontext

Alternatives?

Benchmarks

in Writing & Language
Harvey Legal Agent Benchmarklab5.4

Watch out 3

Monitoring can return HTTP 403›

Misalignment monitoring can return HTTP 403 before streaming or errors after output; match misalignment_policy_violation and handle stream errors. Source ↗

No none reasoning effort›

The none reasoning effort is unsupported on GPT-6 Astra and GPT-6.1 Sol; use low instead. Source ↗

Remove unsupported sampling parameters›

When reasoning effort is not none, remove temperature, top_p and top_logprobs, plus Chat Completions logprobs or Responses output logprobs inclusion. Source ↗

FAQ

How much does GPT-6 Astra cost?›

$10 per 1M input tokens and $50 per 1M output tokens; cached input $1 per 1M. A typical benchmark task costs about $1.54 at medium effort.

Is GPT-6 Astra free to use?›

There is no free API; the cheapest paid price is $10 per 1M input tokens.

How good is GPT-6 Astra, and what is it best at?›

#9 of 334 in Chat & Knowledge, #8 of 132 in Coding, #11 of 133 in Agents & Tool Use, #26 of 195 in Writing & Language, #4 of 124 in Vision & Documents. Strongest at: Coding, Agents & work tasks, Reasoning, Science, Long context, Knowledge, Vision.

Is GPT-6 Astra better than Muse Spark 1.3?›

On EQ-Bench Longform Creative Writing 1.11, GPT-6 Astra scores 82.8 vs 82.8 — about the same.

How can I use GPT-6 Astra?›

Through the API of Amazon Bedrock, Azure, OpenAI.

What is the context window of GPT-6 Astra?›

1.05M tokens, with up to 128K output tokens.

When was GPT-6 Astra released? Is there a newer version?›

Released 2026-09-04. It is the current version in its line.

Is GPT-6 Astra open source?›

No, GPT-6 Astra is a closed model available through an API. The closest open-weights option here is GLM 5.3.

Can GPT-6 Astra read images?›

It accepts text and images, PDF files as input.

What is GPT-6 Astra?›

GPT-6 Astra is a closed language model from OpenAI, released Sep 2026.

What are the best alternatives to GPT-6 Astra?›

Claude Opus 5 (cheaper), GLM 5.3 (open weights).