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OpenAI · Flagship

GPT-6 Astra API pricing and specs

OpenAI's most capable API model, with the full Responses API toolset: hosted shell, apply patch, skills, tool search, web and file search, computer use and remote MCP.

Input
⁨$10⁩
Cached input
⁨$1⁩
Output
⁨$50⁩

US dollars per million tokens, standard tier, short-prompt rate

Cache writes cost $12.50 per million. A separate Ultrafast tier runs at $60 input and $300 output, Fast mode doubles the price, and EU or other regional processing adds 10%. Astra has no 'none' reasoning setting and ignores custom temperature.

Prompts over 272K tokens are billed at ⁨$20⁩ input, ⁨$2⁩ cached and ⁨$75⁩ output per million, and the higher rate applies to the whole request.

Spec sheet

API model string
gpt-6-astra
Provider
OpenAI
Context
1.05M tokens
Max output
128K tokens
Released
September 8, 2026
Batch API
50% off, results within hours
Documented agent features
Tool callingStructured outputComputer useRemote MCPBuilt-in web searchAdjustable reasoning

What a task costs

Four reference workloads priced at this model's list rates, with caching applied after the first call. Your numbers will differ; the calculator lets you change every assumption.

WorkloadPer taskPer 1,000 tasks
Support bot
4 calls, short tool lookups
⁨$0.280⁩⁨$280⁩
Coding agent
30 calls, files and test output
⁨$9.89⁩⁨$9,887⁩
Browser agent
25 calls, screenshots and page text
⁨$6.98⁩⁨$6,983⁩
Research agent
15 calls, long search results
⁨$6.62⁩⁨$6,615⁩

Change the assumptions

Other OpenAI models

Similar cost elsewhere

Models from other providers whose cost on the 30-step coding workload is closest to this one.

Sources

  1. developers.openai.com/api/docs/models/gpt-6-astra
  2. developers.openai.com/api/docs/pricing
  3. developers.openai.com/api/docs/changelog

Independent reference for people who build AI agents. Not affiliated with any vendor named here.

© 2026 DotsAgent · Facts checked October 1, 2026