Author's Description
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/docs/guides/reasoning#reasoning-mode
Key Specifications
Supported Parameters
This model supports the following parameters:
Features
This model supports the following features:
Performance Summary
GPT-6 Astra Pro, released on September 4, 2026, is a specialized version of GPT-6 Astra optimized for complex tasks through its `reasoning.mode` set to `pro`. The model demonstrates competitive response times, ranking in the 40th percentile across benchmarks. However, it is positioned at a premium price point, ranking in the 2nd percentile for cost. A significant strength is its exceptional reliability, achieving a 100% success rate across all benchmarks, indicating consistent and usable responses. In terms of performance, GPT-6 Astra Pro excels in tasks requiring precision and logical deduction. It achieved perfect accuracy in both Hallucinations (Baseline) and Reasoning (Baseline), notably being the most accurate and fastest at its price point in these categories. Its Instruction Following capabilities are strong at 92.0% accuracy, placing it in the 96th percentile. While its General Knowledge (96.5%) and Ethics (99.0%) scores are high, their percentile rankings (38th and 42nd respectively) suggest a competitive but not leading position in these areas relative to other models. Coding and Mathematics performance are solid, with accuracies of 93.0% in both. The model's primary weakness lies in its premium pricing across all categories, which may limit its cost-effectiveness for certain applications despite its high performance.
Model Pricing
Current Pricing
| Feature | Price (per 1M tokens) |
|---|---|
| Prompt | $5 |
| Completion | $25 |
| Input Cache Read | $0.5 |
| Input Cache Write | $6.25 |
| Web Search | $10000 |
Price History
Available Endpoints
| Provider | Endpoint Name | Context Length | Pricing (Input) | Pricing (Output) |
|---|---|---|---|---|
|
OpenAI
|
OpenAI | openai/gpt-6-astra-pro-20260903 | 1M | $5 / 1M tokens | $25 / 1M tokens |
|
Azure
|
Azure | openai/gpt-6-astra-pro-20260903 | 1M | $10 / 1M tokens | $50 / 1M tokens |
|
OpenAI
|
OpenAI | openai/gpt-6-astra-pro-20260903 | 1M | $10 / 1M tokens | $50 / 1M tokens |
|
Azure
|
Azure | openai/gpt-6-astra-pro-20260903 | 1M | $11 / 1M tokens | $55 / 1M tokens |
|
OpenAI
|
OpenAI | openai/gpt-6-astra-pro-20260903 | 1M | $20 / 1M tokens | $100 / 1M tokens |
Benchmark Results
| Benchmark | Category | Reasoning | Strategy | Free | Executions | Accuracy | Cost | Duration |
|---|
Other Models by openai
|
|
Released | Params | Context |
|
Speed | Ability | Cost |
|---|---|---|---|---|---|---|---|
| OpenAI: GPT-6 Astra (batch) | Sep 04, 2026 | — | 1M |
Text input
Image input
File input
Text output
|
★★★ | ★★★★★ | +$$$$$ |
| OpenAI: GPT-5.6 Luna Pro (batch) | Jul 09, 2026 | — | 1M |
Text input
Image input
File input
Text output
|
★★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-5.6 Luna (batch) | Jul 09, 2026 | — | 1M |
Text input
Image input
File input
Text output
|
★★★★★ | ★★★★★ | $$$$ |
| OpenAI: GPT-5.6 Terra Pro (batch) | Jul 09, 2026 | — | 1M |
Text input
Image input
File input
Text output
|
★★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-5.6 Terra (batch) | Jul 09, 2026 | — | 1M |
Text input
Image input
File input
Text output
|
★★★★★ | ★★★★★ | $$$$ |
| OpenAI: GPT-5.6 Sol Pro (batch) | Jul 09, 2026 | — | 1M |
Text input
Image input
File input
Text output
|
★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-5.6 Sol (batch) | Jul 09, 2026 | — | 1M |
Text input
Image input
File input
Text output
|
★★★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT Chat Latest Unavailable | May 05, 2026 | — | 400K |
Text input
Image input
File input
Text output
|
★★★★★ | ★★★★★ | +$$$$$ |
| OpenAI: GPT Chat Latest | May 05, 2026 | — | 400K |
Text input
Image input
File input
Text output
|
★★★★★ | ★★★★★ | +$$$$$ |
| OpenAI: Whisper 1 Unavailable | Apr 27, 2026 | — | 0 |
Audio input
Text output
|
— | — | +$$$$$ |
| OpenAI: GPT-5.5 Pro Unavailable | Apr 24, 2026 | — | 1M |
Text input
Image input
File input
Text output
|
— | — | +$$$$$ |
| OpenAI: GPT-5.5 Pro (batch) | Apr 24, 2026 | — | 1M |
Text input
Image input
File input
Text output
|
— | — | +$$$$$ |
| OpenAI: GPT-5.5 Unavailable | Apr 24, 2026 | — | 1M |
Text input
Image input
File input
Text output
|
★★★★ | ★★★★★ | +$$$$$ |
| OpenAI: GPT-5.5 (batch) | Apr 24, 2026 | — | 1M |
Text input
Image input
File input
Text output
|
★★★★ | ★★★★★ | +$$$$$ |
| OpenAI: GPT-5.4 Image 2 | Apr 21, 2026 | — | 272K |
Text input
Image input
File input
Text output
Image output
|
★★★★★ | ★★★★ | +$$$$$ |
| OpenAI: GPT-5.4 Nano (batch) | Mar 17, 2026 | — | 400K |
Text input
Image input
File input
Text output
|
★★★★★ | ★★ | $$ |
| OpenAI: GPT-5.4 Mini (batch) | Mar 17, 2026 | — | 400K |
Text input
Image input
File input
Text output
|
★★★★★ | ★★★★ | $$$ |
| OpenAI: GPT-5.4 Pro Unavailable | Mar 05, 2026 | — | 1M |
Text input
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File input
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|
— | — | +$$$$$ |
| OpenAI: GPT-5.4 Pro (batch) | Mar 05, 2026 | — | 1M |
Text input
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Text output
|
— | — | +$$$$$ |
| OpenAI: GPT-5.4 Unavailable | Mar 05, 2026 | — | 1M |
Text input
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File input
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|
★★★★★ | ★★★★ | $$$$ |
| OpenAI: GPT-5.4 (batch) | Mar 05, 2026 | — | 1M |
Text input
Image input
File input
Text output
|
★★★★★ | ★★★★ | $$$$ |
| OpenAI: GPT-5.3 Chat Unavailable | Mar 03, 2026 | — | 128K |
Text input
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|
★★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-5.3 Chat Unavailable | Mar 03, 2026 | — | 128K |
Text input
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|
★★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-5.3-Codex | Feb 24, 2026 | — | 400K |
Text input
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|
★★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT Audio | Jan 19, 2026 | — | 128K |
Audio input
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Audio output
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|
— | — | $$$$$ |
| OpenAI: GPT Audio Mini | Jan 19, 2026 | — | 128K |
Audio input
Text input
Audio output
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|
— | — | $$$$ |
| OpenAI: GPT-5.2-Codex | Jan 14, 2026 | — | 400K |
Text input
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|
★★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-5.2 Chat | Dec 10, 2025 | — | 128K |
Text input
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|
★★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-5.2 Pro (batch) | Dec 10, 2025 | — | 400K |
Text input
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|
— | — | +$$$$$ |
| OpenAI: GPT-5.2 (batch) | Dec 10, 2025 | — | 400K |
Text input
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|
★★★★ | ★★★★ | $$$$$ |
| OpenAI: GPT-5.1-Codex-Max | Dec 04, 2025 | — | 400K |
Text input
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|
★★ | ★★★★ | $$$$$ |
| OpenAI: GPT-5.1 (batch) | Nov 13, 2025 | — | 400K |
Text input
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|
★★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-5.1 Chat Unavailable | Nov 13, 2025 | — | 128K |
Text input
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File input
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|
★★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-5.1-Codex | Nov 13, 2025 | — | 400K |
Text input
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|
★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-5.1-Codex-Mini | Nov 13, 2025 | — | 400K |
Text input
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|
★★★★ | ★★★★★ | $$$$$ |
| OpenAI: Text Embedding 3 Large Unavailable | Oct 30, 2025 | — | 8K |
Text input
Text output
|
— | — | $ |
| OpenAI: gpt-oss-safeguard-20b | Oct 29, 2025 | 20B | 131K |
Text input
Text output
|
★★★★★ | ★★★★ | $$$ |
| OpenAI: GPT-5 Image Mini | Oct 16, 2025 | — | 400K |
Text input
Image input
File input
Text output
Image output
|
— | — | $$$$$ |
| OpenAI: GPT-5 Image | Oct 14, 2025 | — | 400K |
Text input
Image input
File input
Text output
Image output
|
— | — | $$$$$ |
| OpenAI: o3 Deep Research Unavailable | Oct 10, 2025 | ~400B | 200K |
Text input
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File input
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|
— | — | +$$$$$ |
| OpenAI: o4 Mini Deep Research Unavailable | Oct 10, 2025 | — | 200K |
Text input
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|
— | — | $$$$$ |
| OpenAI: GPT-5 Pro (batch) | Oct 06, 2025 | — | 400K |
Text input
Image input
File input
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|
— | — | +$$$$$ |
| OpenAI: GPT-5 Codex (batch) Unavailable | Sep 23, 2025 | — | 400K |
Text input
Image input
Text output
|
★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-4o Audio Unavailable | Aug 14, 2025 | ~200B | 128K |
Audio input
Text input
Audio output
Text output
|
— | — | $$$$$ |
| OpenAI: GPT-5 Chat Unavailable | Aug 07, 2025 | — | 128K |
Text input
Image input
File input
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|
★★★★★ | ★★★★ | $$$$ |
| OpenAI: GPT-5 (batch) | Aug 07, 2025 | — | 400K |
Text input
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|
★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-5 Mini (batch) | Aug 07, 2025 | — | 400K |
Text input
Image input
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|
★★★ | ★★★★★ | $$$$ |
| OpenAI: GPT-5 Nano (batch) | Aug 07, 2025 | — | 400K |
Text input
Image input
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|
★★★ | ★★★★★ | $$$ |
| OpenAI: gpt-oss-120b (batch) | Aug 05, 2025 | 120B | 131K |
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|
★★★ | ★★★★ | $$$ |
| OpenAI: gpt-oss-120b (exacto) Unavailable | Aug 05, 2025 | 120B | 131K |
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— | — | $$ |
| OpenAI: gpt-oss-20b (batch) | Aug 05, 2025 | 20B | 131K |
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★★ | ★★★ | $$ |
| OpenAI: o3 Pro | Jun 10, 2025 | ~400B | 200K |
Text input
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File input
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|
— | — | +$$$$$ |
| OpenAI: Codex Mini Unavailable | May 16, 2025 | — | 200K |
Text input
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|
★★★ | ★★★★ | $$$$$ |
| OpenAI: o4 Mini High | Apr 16, 2025 | — | 200K |
Text input
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File input
Text output
|
★★ | ★★★ | $$$$$ |
| OpenAI: o3 (batch) | Apr 16, 2025 | ~400B | 200K |
Text input
Image input
File input
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|
★★ | ★★★★★ | $$$$$ |
| OpenAI: o4 Mini (batch) | Apr 16, 2025 | — | 200K |
Text input
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File input
Text output
|
★★★ | ★★★★ | $$$$$ |
| OpenAI: GPT-4.1 (batch) | Apr 14, 2025 | ~1.8T | 1M |
Text input
Image input
File input
Text output
|
★★★★★ | ★★★★ | $$$$ |
| OpenAI: GPT-4.1 Mini (batch) | Apr 14, 2025 | ~300B | 1M |
Text input
Image input
File input
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|
★★★★ | ★★★ | $$$ |
| OpenAI: GPT-4.1 Nano (batch) | Apr 14, 2025 | ~50B | 1M |
Text input
Image input
File input
Text output
|
★★★★★ | ★★★ | $$ |
| OpenAI: o1-pro | Mar 19, 2025 | 300B | 200K |
Text input
Image input
File input
Text output
|
★ | ★★★ | +$$$$$ |
| OpenAI: GPT-4o-mini Search Preview Unavailable | Mar 12, 2025 | ~8B | 128K |
Text input
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|
★★★★ | ★★ | $$ |
| OpenAI: GPT-4o Search Preview Unavailable | Mar 12, 2025 | ~200B | 128K |
Text input
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|
★★★ | ★★ | $$$$$ |
| OpenAI: GPT-4.5 (Preview) Unavailable | Feb 27, 2025 | ~12.8T | 128K |
Text input
Image input
Text output
|
★★★★★ | ★★★★★ | +$$$$$ |
| OpenAI: o3 Mini High | Feb 12, 2025 | 200B | 200K |
Text input
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|
★★ | ★★★★ | $$$$$ |
| OpenAI: o3 Mini (batch) | Jan 31, 2025 | 200B | 200K |
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|
★★★ | ★★★★ | $$$$$ |
| OpenAI: o1 | Dec 17, 2024 | 300B | 200K |
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|
★★ | ★★★★★ | +$$$$$ |
| OpenAI: GPT-4o (2024-11-20) | Nov 20, 2024 | ~200B | 128K |
Text input
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|
★★★★★ | ★★★★ | $$$$ |
| OpenAI: o1-mini Unavailable | Sep 11, 2024 | ~100B | 128K |
Text input
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|
— | ★ | $$$$$ |
| OpenAI: o1-preview Unavailable | Sep 11, 2024 | 300B | 128K |
Text input
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★★ | ★★★★★ | +$$$$$ |
| OpenAI: o1-preview (2024-09-12) Unavailable | Sep 11, 2024 | 300B | 128K |
Text input
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|
★★ | ★★★★ | +$$$$$ |
| OpenAI: o1-mini (2024-09-12) Unavailable | Sep 11, 2024 | ~100B | 128K |
Text input
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|
— | ★ | $$$$$ |
| OpenAI: ChatGPT-4o Unavailable | Aug 13, 2024 | ~200B | 128K |
Text input
Image input
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|
★★★★★ | ★★ | $$$$$ |
| OpenAI: GPT-4o (2024-08-06) | Aug 05, 2024 | ~200B | 128K |
Text input
Image input
File input
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|
★★★★★ | ★★★★ | $$$$$ |
| OpenAI: GPT-4o-mini (batch) | Jul 17, 2024 | ~8B | 128K |
Text input
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★★★★★ | ★★★ | $$ |
| OpenAI: GPT-4o-mini (2024-07-18) | Jul 17, 2024 | ~8B | 128K |
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|
★★★★★ | ★★★ | $$ |
| OpenAI: GPT-4o (batch) | May 12, 2024 | ~200B | 128K |
Text input
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|
★★★★ | ★★★★ | $$$$$ |
| OpenAI: GPT-4o (extended) Unavailable | May 12, 2024 | ~200B | 128K |
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|
★★★★★ | ★★ | +$$$$$ |
| OpenAI: GPT-4o (2024-05-13) | May 12, 2024 | ~200B | 128K |
Text input
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|
★★★★★ | ★★★ | $$$$$ |
| OpenAI: GPT-4 Turbo (batch) | Apr 08, 2024 | — | 128K |
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|
★★★★ | ★★★ | +$$$$$ |
| OpenAI: GPT-3.5 Turbo (older v0613) | Jan 24, 2024 | 175B | 4K |
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★★★★★ | ★ | $$$ |
| OpenAI: GPT-4 Turbo Preview | Jan 24, 2024 | — | 128K |
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★★★★ | ★★ | +$$$$$ |
| OpenAI: GPT-3.5 Turbo 16k (older v1106) Unavailable | Nov 05, 2023 | 175B | 16K |
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|
— | — | $$$$ |
| OpenAI: GPT-4 Turbo (older v1106) Unavailable | Nov 05, 2023 | — | 128K |
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|
★★★★ | ★★★ | +$$$$$ |
| OpenAI: GPT-3.5 Turbo Instruct | Sep 27, 2023 | 175B | 4K |
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★★★★★ | ★★ | $$$$ |
| OpenAI: GPT-3.5 Turbo 16k | Aug 27, 2023 | 175B | 16K |
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|
★★★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-3.5 Turbo 16k Unavailable | May 27, 2023 | 175B | 16K |
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|
— | — | $$$$ |
| OpenAI: GPT-3.5 Turbo (batch) | May 27, 2023 | 175B | 16K |
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— | — | $$$$ |
| OpenAI: GPT-4 | May 27, 2023 | — | 8K |
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|
★★★ | ★ | +$$$$$ |
| OpenAI: GPT-4 (older v0314) Unavailable | May 27, 2023 | — | 8K |
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★★★★ | ★ | +$$$$$ |