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ModelTape / Models / GPT-6 Astra
OpenAI · API-only (closed weights)

GPT-6 Astra

GPT-6 Astra is an API-only (closed weights) language model from OpenAI, released September 3, 2026. The context window is 1.1M tokens. On the Epoch Capabilities Index it scores 169.0, rank 3 of 256 rated models. API price: $10 input / $50 output per million tokens.

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Lab
OpenAI
Released
September 3, 2026
Weights
API-only (closed weights)
Parameters
–
Context
1.1M
Price / M tokens
$10 / $50 in / out
Epoch ECI
169.0 #3

Strengths by category

ModelTape's 0–100 fit on Epoch AI benchmark results.

CategoryScoreBased on
Reasoning55.8Chess Puzzles, SimpleBench, Mystery Game Puzzles, Humanity's Last Exam
Math81.1ProofBench, OTIS Mock AIME 2024-2025, FrontierMath-Tiers-1-3-v2-Private, FrontierMath-Tier-4-v2-Private
Coding79.3GSO-Bench, MirrorCode, FrontierSWE, DeepSWE
Agent40.8Balrog, Remote Labor Index
Knowledge84.3GPQA diamond, SimpleQA Verified

Benchmark results

Benchmark (Epoch AI)Score
OTIS Mock AIME100.0%
ProofBench99.0%
FrontierMath (Tiers 1–3)98.6%
GPQA Diamond98.3%
FrontierMath-Tier-4-v2-Private97.6%
SimpleBench83.8%
Mystery Game Puzzles82.4%
GSO-Bench79.4%
EBR-bench76.2%
SimpleQA Verified75.6%
Chess Puzzles74.7%
DeepSWE74.1%
Furniture Assembly71.4%
Balrog68.3%
FrontierSWE65.5%
MirrorCode60.0%
Humanity's Last Exam54.8%
SpireClimb34.0%
Remote Labor Index20.8%

Links

Epoch AI benchmarks

Models with a similar score

Gemini 4 Carbon · Claude Opus 5.5 · GPT-6.1 Sol · GPT-6.1 Terra · Claude Fable 5.1 · Claude Sonnet 5.5 · Gemini 4 Argon

More from OpenAI

GPT-6.1 Terra · GPT-6.1 Sol · GPT-6 Sol · GPT-6 Luna · GPT-5.6 Cyber · Daybreak Red · Daybreak Blue · GPT-5.6 Sol

Data updated Thu, 12 Nov 2026 09:42 UTC. Benchmarks, Capabilities Index and model announcements: Epoch AI, “Capabilities & benchmarking” and “Data on AI models” (CC BY 4.0); category scores are ModelTape's own fit on Epoch's results. Releases and prices: models.dev (MIT). Sizes and quantizations: Hugging Face. “Runs on” figures are estimates from model size, quantization and memory bandwidth (±30–50%).
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