GPT-5.3 Codex vs GPT-6 Astra
GPT-5.3 Codex (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 156).
- GPT-5.3 Codex is cheaper on input tokens — $1.75 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 57th percentile).
| Attribute | GPT-5.3 Codex | GPT-6 Astra |
|---|---|---|
| Scores | ||
| Intelligence (ECI) | 156 | 169 |
| Coding | 57 | 95 |
| Math | — | 96 |
| Reasoning & Knowledge | 85 | 99 |
| Agentic & Tools | 61 | 96 |
| Specifications | ||
| Developer | OpenAI | OpenAI |
| Family | GPT | GPT |
| Released | Feb 5, 2026 | Sep 3, 2026 |
| Parameters | — | — |
| Availability | API access | API access |
| Context window | 400K | 1.1M |
| Price — $/M input | $1.75 | $10.00 |
| Price — $/M output | $14.00 | $50.00 |
| Inputs | text, image, file | file, image, text |
| Outputs | text | text |
| Benchmarks | ||
| APEX | 32% | 47% |
| GPQA Diamond | 92% | 96% |
| Humanity's Last Exam | 43% | 55% |
| METR task horizon | 5.8 h | — |
| SciCode | 53% | 56% |
| SWE-bench Verified | 75% | — |
| Terminal-Bench | 78% | — |
| WebDev Arena | 1369 | 1797 |
| WeirdML | 79% | 93% |
| τ²-bench | 86% | — |
| AIME 2024/2025 | — | 100% |
| ARC-AGI | — | 99% |
| ARC-AGI-2 | — | 95% |
| SimpleQA Verified | — | 76% |
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-5.3 Codex better than GPT-6 Astra?
On Epoch AI's Capabilities Index, GPT-6 Astra scores higher (169) than GPT-5.3 Codex (156). The right pick depends on your task — compare their coding, math, and reasoning scores in the table above.
Which is cheaper, GPT-5.3 Codex or GPT-6 Astra?
GPT-5.3 Codex is cheaper on input tokens at $1.75 per million, versus $10.00 (representative OpenRouter pricing).
Which has a larger context window, GPT-5.3 Codex 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-5.3 Codex or GPT-6 Astra?
Across coding benchmarks like SWE-bench Verified and Terminal-Bench, GPT-6 Astra ranks higher — 95th vs 57th 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.