Claude Sonnet 4.6 vs GPT-5.4 Pro
As of Oct 15, 2026, Claude Sonnet 4.6 leads GPT-5.4 Pro in 0 of 2 shared categories.
Claude Sonnet 4.6
It used to be. Was SOTA in Long context.
GPT-5.4 Pro
It used to be. Was SOTA in Math.
| Category | Claude Sonnet 4.6 | GPT-5.4 Pro |
|---|---|---|
| General LLM | #38 · #38 in General LLM Margin 20.212765957446805 LMArena leaderboard dataset · Oct 13, 2026 | — |
| Reasoning | #20 · #20 in Reasoning Margin 11.170212765957444 LMArena leaderboard dataset · Oct 13, 2026 | #— · Not enough data Margin — Epoch AI benchmarking hub · Mar 5, 2026 |
| Math | #— · Not enough data Margin — LMArena leaderboard dataset · Oct 13, 2026 | #6 · Was SOTA · Math Margin 11.111111111111114 Epoch AI benchmarking hub · Mar 5, 2026 |
| Science | #50 · #50 in Science Margin — Epoch AI benchmarking hub · Feb 17, 2026 | #6 · #6 in Science Margin — Epoch AI benchmarking hub · Mar 5, 2026 |
| Coding | #— · Not enough data Margin — LMArena leaderboard dataset · Oct 13, 2026 | — |
| Coding › Web dev | #43 · #43 in Coding › Web dev Margin 33.599999999999994 LMArena leaderboard dataset · Oct 13, 2026 | — |
| Long context | #21 · Was SOTA · Long context Margin 11.170212765957444 LMArena leaderboard dataset · Oct 13, 2026 | — |
| Vision | #23 · Was SOTA · Vision Margin 63.1578947368421 Epoch AI benchmarking hub · Feb 17, 2026 | — |
| Factuality | #38 · #38 in Factuality Margin 22.674418604651166 LMArena leaderboard dataset · Oct 13, 2026 | #— · Not enough data Margin — Epoch AI benchmarking hub · Mar 5, 2026 |
| Abstraction (ARC) | #23 · #23 in Abstraction (ARC) Margin — Epoch AI benchmarking hub · Feb 17, 2026 | #8 · #8 in Abstraction (ARC) Margin — Epoch AI benchmarking hub · Mar 5, 2026 |
Claude Sonnet 4.6: $6 per 1M blended tokens.
GPT-5.4 Pro: $67.5 per 1M blended tokens.
Claude Sonnet 4.6: closed weights.
GPT-5.4 Pro: closed weights.
Science: As of Oct 15, 2026, GPT-5.4 Pro leads Claude Sonnet 4.6 in Science at #6 against #50.
Abstraction (ARC): As of Oct 15, 2026, GPT-5.4 Pro leads Claude Sonnet 4.6 in Abstraction (ARC) at #8 against #23.
Claude Sonnet 4.6 · GPT-5.4 Pro
Claude Sonnet 4.6 or GPT-5.4 Pro?
As of Oct 15, 2026, Claude Sonnet 4.6 leads GPT-5.4 Pro in 0 of 2 shared categories.
Claude Sonnet 4.6 or GPT-5.4 Pro for Science?
As of Oct 15, 2026, GPT-5.4 Pro leads Claude Sonnet 4.6 in Science at #6 against #50.
Claude Sonnet 4.6 or GPT-5.4 Pro for Abstraction (ARC)?
As of Oct 15, 2026, GPT-5.4 Pro leads Claude Sonnet 4.6 in Abstraction (ARC) at #8 against #23.