Claude Sonnet 4 vs GPT-5.4 Pro
As of Oct 14, 2026, Claude Sonnet 4 leads GPT-5.4 Pro in 0 of 3 shared categories.
Claude Sonnet 4
#35 Best current rank: #35 in Math, as of Oct 14, 2026.
GPT-5.4 Pro
It used to be. Was SOTA in Math.
| Category | Claude Sonnet 4 | GPT-5.4 Pro |
|---|---|---|
| General LLM | #126 · #126 in General LLM Margin 85.71428571428571 LMArena leaderboard dataset · Oct 13, 2026 | — |
| Reasoning | #115 · #115 in Reasoning Margin 79.45205479452055 LMArena leaderboard dataset · Oct 13, 2026 | #— · Not enough data Margin — Epoch AI benchmarking hub · Mar 5, 2026 |
| Math | #35 · #35 in Math Margin 77.77777777777777 Epoch AI benchmarking hub · May 22, 2025 | #6 · Was SOTA · Math Margin 11.111111111111114 Epoch AI benchmarking hub · Mar 5, 2026 |
| Science | #97 · #97 in Science Margin — Epoch AI benchmarking hub · May 22, 2025 | #6 · #6 in Science Margin — Epoch AI benchmarking hub · Mar 5, 2026 |
| Coding | #— · Not enough data Margin — LMArena leaderboard dataset · Oct 13, 2026 | — |
| Long context | #94 · #94 in Long context Margin 63.945578231292515 LMArena leaderboard dataset · Oct 13, 2026 | — |
| Vision | #— · Not enough data Margin — LMArena leaderboard dataset · Oct 9, 2026 | — |
| Factuality | — | #— · Not enough data Margin — Epoch AI benchmarking hub · Mar 5, 2026 |
| Abstraction (ARC) | #67 · #67 in Abstraction (ARC) Margin — Epoch AI benchmarking hub · May 22, 2025 | #8 · #8 in Abstraction (ARC) Margin — Epoch AI benchmarking hub · Mar 5, 2026 |
Claude Sonnet 4: $6 per 1M blended tokens.
GPT-5.4 Pro: $67.5 per 1M blended tokens.
Claude Sonnet 4: closed weights.
GPT-5.4 Pro: closed weights.
Math: As of Oct 14, 2026, GPT-5.4 Pro leads Claude Sonnet 4 in Math at #6 against #35.
Science: As of Oct 14, 2026, GPT-5.4 Pro leads Claude Sonnet 4 in Science at #6 against #97.
Abstraction (ARC): As of Oct 14, 2026, GPT-5.4 Pro leads Claude Sonnet 4 in Abstraction (ARC) at #8 against #67.
Claude Sonnet 4 or GPT-5.4 Pro?
As of Oct 14, 2026, Claude Sonnet 4 leads GPT-5.4 Pro in 0 of 3 shared categories.
Claude Sonnet 4 or GPT-5.4 Pro for Math?
As of Oct 14, 2026, GPT-5.4 Pro leads Claude Sonnet 4 in Math at #6 against #35.
Claude Sonnet 4 or GPT-5.4 Pro for Science?
As of Oct 14, 2026, GPT-5.4 Pro leads Claude Sonnet 4 in Science at #6 against #97.
Claude Sonnet 4 or GPT-5.4 Pro for Abstraction (ARC)?
As of Oct 14, 2026, GPT-5.4 Pro leads Claude Sonnet 4 in Abstraction (ARC) at #8 against #67.