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GPT-6 Astra

gpt-6-astra

OpenAI's flagship GPT-6 model for the hardest reasoning, coding and agentic work. Long-context requests (above 272K input tokens) bill at $20 input / $75 output per 1M. Built by OpenAI.

Prices updated

Input price

$10

per 1M tokens · Standard

Output price

$50

per 1M tokens · Standard

Input limit

1.1M

tokens

Output limit

128K

tokens

Input formats

TextImageVideoAudioPDF

Output formats

TextImageVideoAudioPDF
Compare

GPT-6 Astra price history

2 price records since 9/25/2026

GPT-6 Astra cost calculator

Input20M tokens
Output5M tokens

$450/month

Standard pricing

    Overview

    What is GPT-6 Astra?

    GPT-6 Astra is a text & reasoning and code & slms and vision model from OpenAI. OpenAI's flagship GPT-6 model for the hardest reasoning, coding and agentic work. Long-context requests (above 272K input tokens) bill at $20 input / $75 output per 1M. Its 1.1M context window and $10 input price make it a candidate for quality-focused production applications.

    Code generationAgent workflowsImage understandingDocument analysis

    Benchmarks

    GPT-6 Astra benchmarks & speed

    How GPT-6 Astra scores on standardized evaluations, and where it lands among every model we track.

    52.7

    Intelligence Index

    Better than 99% of 153 models

    60tok/s

    Output speed

    Better than 23% of 119 models

    1384

    DesignArena Elo

    Better than 99% of 81 models

    Reasoning

    GPQA Diamond

    96.1%

    Graduate-level scientific reasoning · top 1%

    HLE

    54.7%

    Humanity's Last Exam · top 3%

    Coding

    SciCode

    56.5%

    Python for scientific computing · top 22%

    Latency & design

    Time to first token
    287.74s
    DesignArena win rate
    64.8%
    Design battles judged
    6,939

    Independent scores from Artificial Analysis and DesignArena · updated 10/8/2026. Higher is better; ranks compare against every model we track with that score.

    Rates

    GPT-6 Astra pricing

    Pricing is based on token usage. Provider-specific caching, batch, regional, and tool charges may affect the final cost.

    Input · Standard

    $10

    Per 1M tokens

    Cached input · Standard

    $1.00

    Per 1M tokens

    Capabilities

    GPT-6 Astra Tools

    Tools available when using GPT-6 Astra through supported provider APIs.

    Function calling

    Supported

    Structured outputs

    Supported

    JSON mode

    Supported

    Reasoning

    Supported

    Built-in web search

    Not supported

    Log probabilities

    Not supported

    Deterministic seed

    Supported

    Parallel tool calls

    Not supported

    Prompt caching

    Supported

    Where to run it

    GPT-6 Astra API providers

    6 providers serve GPT-6 Astra. Prices are per 1M tokens; uptime is the last 24 hours.

    OpenAI
    Input
    $5.00
    Output
    $25
    Cached
    $0.50
    Context
    1.1M
    Uptime
    99.98%
    Azure
    Input
    $10
    Output
    $50
    Cached
    $1.00
    Context
    1.1M
    Uptime
    99.98%
    OpenAI
    Input
    $10
    Output
    $50
    Cached
    $1.00
    Context
    1.1M
    Uptime
    99.97%
    Amazon Bedrock
    Input
    $11
    Output
    $55
    Cached
    $1.10
    Context
    1.1M
    Uptime
    100%
    Azure
    Input
    $11
    Output
    $55
    Cached
    $1.10
    Context
    1.1M
    Uptime
    100%
    OpenAI
    Input
    $20
    Output
    $100
    Cached
    $2.00
    Context
    1.1M
    Uptime
    100%

    Strengths and limitations

    Strengths

    • Measured results (AA Intelligence 52.7 · DesignArena Elo 1384 · Arena Elo 1288 · MMLU-Pro 88.3%) position it for demanding production work.
    • 1.1M context supports large documents, repositories and extended conversations.
    • Supports text & reasoning and code & slms and vision workloads in one model.

    Limitations

    • Generated tokens cost 5× more than input tokens, which matters for verbose responses.
    • Large context capacity does not guarantee consistent retrieval across the entire prompt.
    • Arena Elo and MMLU-Pro are directional; test accuracy, latency and reliability on your own workload before committing.

    Arena Elo, MMLU-Pro and pricing figures are illustrative; validate current vendor terms before purchase.

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    Frequently asked questions about GPT-6 Astra

    GPT-6 Astra is a text & reasoning and code & slms and vision model from OpenAI. OpenAI's flagship GPT-6 model for the hardest reasoning, coding and agentic work. Long-context requests (above 272K input tokens) bill at $20 input / $75 output per 1M.