Claude Sonnet 4 vs GPT-5.4
As of Oct 14, 2026, Claude Sonnet 4 leads GPT-5.4 in 0 of 6 shared categories.
Claude Sonnet 4
#35 Best current rank: #35 in Math, as of Oct 14, 2026.
GPT-5.4
It used to be. Was SOTA in General LLM.
| Category | Claude Sonnet 4 | GPT-5.4 |
|---|---|---|
| General LLM | #126 · #126 in General LLM Margin 85.71428571428571 LMArena leaderboard dataset · Oct 13, 2026 | #28 · Was SOTA · General LLM Margin 19.04761904761905 LMArena leaderboard dataset · Oct 13, 2026 |
| Reasoning | #115 · #115 in Reasoning Margin 79.45205479452055 LMArena leaderboard dataset · Oct 13, 2026 | #29 · #29 in Reasoning Margin 20.54794520547945 LMArena leaderboard dataset · Oct 13, 2026 |
| Math | #35 · #35 in Math Margin 77.77777777777777 Epoch AI benchmarking hub · May 22, 2025 | #9 · #9 in Math Margin 17.777777777777757 Epoch AI benchmarking hub · Mar 5, 2026 |
| Science | #97 · #97 in Science Margin — Epoch AI benchmarking hub · May 22, 2025 | #16 · #16 in Science Margin — Epoch AI benchmarking hub · Mar 5, 2026 |
| Coding | #— · Not enough data Margin — LMArena leaderboard dataset · Oct 13, 2026 | #— · Not enough data Margin — Epoch AI benchmarking hub · Mar 5, 2026 |
| Coding › Web dev | — | #55 · #55 in Coding › Web dev Margin 50.467289719626166 LMArena leaderboard dataset · Oct 13, 2026 |
| Long context | #94 · #94 in Long context Margin 63.945578231292515 LMArena leaderboard dataset · Oct 13, 2026 | #34 · #34 in Long context Margin 23.12925170068027 LMArena leaderboard dataset · Oct 13, 2026 |
| Vision | #— · Not enough data Margin — LMArena leaderboard dataset · Oct 9, 2026 | #— · Not enough data Margin — LMArena leaderboard dataset · Oct 9, 2026 |
| Factuality | — | #6 · Was SOTA · Factuality Margin 5.22388059701494 LMArena leaderboard dataset · Oct 13, 2026 |
| Abstraction (ARC) | #67 · #67 in Abstraction (ARC) Margin — Epoch AI benchmarking hub · May 22, 2025 | #10 · #10 in Abstraction (ARC) Margin — Epoch AI benchmarking hub · Mar 5, 2026 |
Claude Sonnet 4: $6 per 1M blended tokens.
GPT-5.4: $5.625 per 1M blended tokens.
Claude Sonnet 4: closed weights.
GPT-5.4: closed weights.
General LLM: As of Oct 14, 2026, GPT-5.4 leads Claude Sonnet 4 in General LLM at #28 against #126.
Reasoning: As of Oct 14, 2026, GPT-5.4 leads Claude Sonnet 4 in Reasoning at #29 against #115.
Math: As of Oct 14, 2026, GPT-5.4 leads Claude Sonnet 4 in Math at #9 against #35.
Science: As of Oct 14, 2026, GPT-5.4 leads Claude Sonnet 4 in Science at #16 against #97.
Long context: As of Oct 14, 2026, GPT-5.4 leads Claude Sonnet 4 in Long context at #34 against #94.
Abstraction (ARC): As of Oct 14, 2026, GPT-5.4 leads Claude Sonnet 4 in Abstraction (ARC) at #10 against #67.
Claude Sonnet 4 or GPT-5.4?
As of Oct 14, 2026, Claude Sonnet 4 leads GPT-5.4 in 0 of 6 shared categories.
Claude Sonnet 4 or GPT-5.4 for General LLM?
As of Oct 14, 2026, GPT-5.4 leads Claude Sonnet 4 in General LLM at #28 against #126.
Claude Sonnet 4 or GPT-5.4 for Reasoning?
As of Oct 14, 2026, GPT-5.4 leads Claude Sonnet 4 in Reasoning at #29 against #115.
Claude Sonnet 4 or GPT-5.4 for Math?
As of Oct 14, 2026, GPT-5.4 leads Claude Sonnet 4 in Math at #9 against #35.