GPT-5.1 vs GPT-6 Astra
GPT-5.1 (OpenAI) and GPT-6 Astra (OpenAI) compared on benchmarks, pricing, context window, and use-case rankings.
- GPT-6 Astra leads on overall intelligence (ECI 169 vs 150).
- GPT-5.1 is cheaper on input tokens — $1.25 vs $10.00 per 1M.
- GPT-6 Astra has a larger context window (1.1M vs 400K tokens).
- GPT-6 Astra ranks higher for coding (95th vs 37th percentile).
| Attribute | GPT-5.1 | GPT-6 Astra |
|---|---|---|
| Scores | ||
| Intelligence (ECI) | 150 | 169 |
| Coding | 37 | 95 |
| Math | 49 | 96 |
| Reasoning & Knowledge | 46 | 99 |
| Agentic & Tools | 36 | 96 |
| Specifications | ||
| Developer | OpenAI | OpenAI |
| Family | GPT | GPT |
| Released | Nov 13, 2025 | Sep 3, 2026 |
| Parameters | — | — |
| Availability | API access | API access |
| Context window | 400K | 1.1M |
| Price — $/M input | $1.25 | $10.00 |
| Price — $/M output | $10.00 | $50.00 |
| Inputs | image, text, file | file, image, text |
| Outputs | text | text |
| Benchmarks | ||
| AIME 2024/2025 | 89% | 100% |
| APEX | 18% | 47% |
| ARC-AGI | 73% | 99% |
| ARC-AGI-2 | 18% | 95% |
| FrontierMath | 31% | — |
| FrontierMath Tier 4 | 13% | — |
| GPQA Diamond | 88% | 96% |
| GSO (code optimization) | 14% | — |
| Humanity's Last Exam | 24% | 55% |
| LiveCodeBench | 87% | — |
| MMLU-Pro | 87% | — |
| SciCode | 43% | 56% |
| SimpleBench | 53% | — |
| SimpleQA Verified | 48% | 76% |
| SWE-bench Verified | 68% | — |
| Terminal-Bench | 48% | — |
| WebDev Arena | 1391 | 1797 |
| WeirdML | 61% | 93% |
| τ²-bench | 82% | — |
Use-case scores are 0–100 percentile composites across each area’s benchmarks, ranked against every model from the past year. Highlighted cells lead each row. Open a model for the full picture.
Frequently asked questions
Is GPT-5.1 better than GPT-6 Astra?
On Epoch AI's Capabilities Index, GPT-6 Astra scores higher (169) than GPT-5.1 (150). The right pick depends on your task — compare their coding, math, and reasoning scores in the table above.
Which is cheaper, GPT-5.1 or GPT-6 Astra?
GPT-5.1 is cheaper on input tokens at $1.25 per million, versus $10.00 (representative OpenRouter pricing).
Which has a larger context window, GPT-5.1 or GPT-6 Astra?
GPT-6 Astra supports up to 1.1M tokens, compared with 400K for the other.
Which is better for coding, GPT-5.1 or GPT-6 Astra?
Across coding benchmarks like SWE-bench Verified and Terminal-Bench, GPT-6 Astra ranks higher — 95th vs 37th percentile among the models tracked on Model Beat.
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Benchmarks & model data from Epoch AI (CC BY); pricing & specs from OpenRouter. ECI = Epoch Capabilities Index.