Head to head · October 2026

GPT-6 Astra vs Claude Sonnet 5.5

GPT-6 Astra and Claude Sonnet 5.5 are within three points on the Models at Work leaderboard, which we treat as a tie (86 vs 84). Claude Sonnet 5.5 is about 5.0× cheaper per blended million tokens ($4 vs $20). On Artificial Analysis' independent Intelligence Index, Claude Sonnet 5.5 leads 56 to 53.

Updated Oct 10, 2026 · every number links to who measured it
GPT-6 Astra · OpenAIClaude Sonnet 5.5 · Anthropic
Leaderboard rank#2#4
Score (0–100)8684
TierFrontierWorkhorse
Price per 1M tokens$10 in · $50 out$2 in · $10 out
Context window1M1M
Open weightsNoNo
Artificial Analysis Intelligence Index5356
Humanity's Last Exam, Diamond (Scale)60.6—
Humanity's Sixth Sense (Scale)53.6—
FrontierMath Erdős (Epoch)3% (2 of 68)—
Best forHard reasoning, Research-grade analysis, When cost is not the constraintProduction coding assistants, High-volume agents, Default model for most teams

Choose GPT-6 Astra if…

  • you need hard reasoning
  • you need research-grade analysis
  • you need when cost is not the constraint

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

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

Choose Claude Sonnet 5.5 if…

  • you need production coding assistants
  • you need high-volume agents
  • you need default model for most teams

The value pick of the table: second on the index at a fifth of the Opus price, and the fastest of the top five.

What practitioners say

GPT-6 Astra: 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.

Claude Sonnet 5.5: Less discussed than its siblings because it just works; the October cache-read price cut to $0.10 per million was the news.

Questions people ask

Which is better, GPT-6 Astra or Claude Sonnet 5.5?

GPT-6 Astra and Claude Sonnet 5.5 are within three points on the Models at Work leaderboard, which we treat as a tie (86 vs 84). Claude Sonnet 5.5 is about 5.0× cheaper per blended million tokens ($4 vs $20). On Artificial Analysis' independent Intelligence Index, Claude Sonnet 5.5 leads 56 to 53.

When should I choose GPT-6 Astra over Claude Sonnet 5.5?

Choose GPT-6 Astra for hard reasoning, research-grade analysis, when cost is not the constraint. The reasoning heavyweight: leads the hardest exams and the cipher-cracking party tricks, and charges like it.

When should I choose Claude Sonnet 5.5 over GPT-6 Astra?

Choose Claude Sonnet 5.5 for production coding assistants, high-volume agents, default model for most teams. The value pick of the table: second on the index at a fifth of the Opus price, and the fastest of the top five.

Which is cheaper, GPT-6 Astra or Claude Sonnet 5.5?

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). Claude Sonnet 5.5 costs $2 per million input tokens and $10 per million output tokens on Anthropic's list price (Claude pricing, read Oct 10, 2026).

Scores come from the Models at Work leaderboard: 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. Prices are vendor list prices where published; blended figures assume three input tokens per output token.