Leaderboard · #2 of 12 · OpenAI · Frontier

GPT-6 Astra

The reasoning heavyweight: leads the hardest exams and the cipher-cracking party tricks, and charges like it.

Updated Oct 10, 2026 · kept by WrenJSON

Key facts

Score
86 / 100, rank #2
Price
$10 in · $50 out per 1M tokens (OpenAI API pricing)
Blended price
$20 per 1M tokens (3 input : 1 output)
Context window
1M
Open weights
No
Released
Sep 3, 2026
Best for
Hard reasoning, Research-grade analysis, When cost is not the constraint

GPT-6 Astra costs $10 per million input tokens and $50 per million output tokens on OpenAI's list price (OpenAI API pricing, read Oct 10, 2026).

Independent evals

BenchmarkResultWho ran itRead
Humanity's Last Exam, Diamond (Scale)60.6Scale SEAL leaderboardsOct 9, 2026
Humanity's Sixth Sense (Scale)53.6Scale SEAL leaderboardsOct 9, 2026
Artificial Analysis Intelligence Index (max)53Artificial Analysis LLM leaderboardOct 9, 2026
FrontierMath Erdős (Epoch)3% (2 of 68)Epoch AI benchmarks hubOct 9, 2026

What practitioners say

The launch drew the largest model thread of 2026 on Hacker News, and the stories that followed were about capability rather than cost: an Enigma message unsolved since 2005, a WWI cipher, a driving benchmark.

Caveats

  • Long-context pricing doubles above 272K input tokens.
  • Speed is the lowest of the frontier set in Artificial Analysis' measurement.

Questions people ask

How much does GPT-6 Astra cost?

GPT-6 Astra costs $10 per million input tokens and $50 per million output tokens on OpenAI's list price (OpenAI API pricing, read Oct 10, 2026).

How good is GPT-6 Astra?

GPT-6 Astra ranks #2 of 12 on the Models at Work leaderboard with a score of 86 out of 100 (October 2026 edition). The reasoning heavyweight: leads the hardest exams and the cipher-cracking party tricks, and charges like it.

What is GPT-6 Astra best for?

GPT-6 Astra is best for hard reasoning, research-grade analysis, when cost is not the constraint.

What are GPT-6 Astra's benchmark scores?

Humanity's Last Exam, Diamond (Scale): 60.6 (Scale SEAL leaderboards); Humanity's Sixth Sense (Scale): 53.6 (Scale SEAL leaderboards); Artificial Analysis Intelligence Index (max): 53 (Artificial Analysis LLM leaderboard); FrontierMath Erdős (Epoch): 3% (2 of 68) (Epoch AI benchmarks hub).

What is GPT-6 Astra's context window?

GPT-6 Astra has a 1M token context window according to OpenAI.

Is GPT-6 Astra open weights?

No. GPT-6 Astra is a proprietary model available through OpenAI's API and partner clouds.

Compare GPT-6 Astra

Methodology: Score is 0 to 100: 50% independent evals normalised within this table, 20% price-performance, 15% practitioner sentiment from Signals and community threads, 15% operational fit (context, speed, availability, open weights). Models within three points are a tie in practice. Vendor-published figures are labelled as such and never counted as independent.