GPT-6 Astra Pro
Provider：OpenAI
GPT-6 Astra Pro is the same underlying model as [GPT-6 Astra](https://openrouter.ai/openai/gpt-6-astra), served with `reasoning.mode` set to `pro` for higher-quality responses on complex tasks.Learn more in OpenAI's docs: https://developers.openai.com/api/do…
Key specs
- Context：1.1M
- Max output：128K
- Tokenizer：GPT
- Released：2026-09-04
Token pricing
- Input price：$10.00 / 1M tokens
- Output price：$50.00 / 1M tokens
- Cache read：$1.00 / 1M tokens
- Cache write：$12.50 / 1M tokens
- Blended price：$20.00 / 1M tokens
Modalities
File, Image, Text
Use Cases
- Deep Reasoning & Analysis：Process long legal docs, academic papers, financial reports; multi-hop reasoning and evidence-chain tracing across huge contexts.（≈ $0.400/call）
- Vision Understanding & Generation：Recognize data trends in charts, OCR scanned docs, analyze photos and produce structured reports.（≈ $0.300/call）
- Content Moderation：Auto-detect violations, hate speech, NSFW content; custom rule sets and score thresholds.
When to pick this model
Signals derived from public pricing and spec fields — not a benchmark. Validate with official docs and your own eval.
- Long context (>=1M tokens): well-suited for long-doc QA, code-base analysis, multi-turn agents.
- Long max output (>=30K tokens): strong fit for deep report / essay / document-drafting workflows.
- Multimodal (text+image): fit for image captioning, OCR, chart QA, vision-grounded reasoning.
- File / PDF input support: fit for document parsing, contract review, RAG over private data.
FAQ
- What is the token pricing of GPT-6 Astra Pro? Input price $10.00 / 1M tokens, output price $50.00 / 1M tokens, blended about $20.00 / 1M tokens. Refer to OpenAI’s official page for the exact rate.
- What context window does GPT-6 Astra Pro support? Context window is 1.1M, max output about 128K, suitable for long documents, multi-turn chat and complex reasoning.
- What scenarios is GPT-6 Astra Pro best for? Based on its capability and pricing, GPT-6 Astra Pro fits best: Deep Reasoning & Analysis, Vision Understanding & Generation, Content Moderation. See the Use Cases section for details and cost estimates.
- What input/output modalities does GPT-6 Astra Pro support? Supports File, Image, Text modality.
- Is GPT-6 Astra Pro a free model? GPT-6 Astra Pro is billed per token, not a free model.
- Which provider offers GPT-6 Astra Pro? GPT-6 Astra Pro is offered by OpenAI.
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Full info：GPT-6 Astra Pro