Claude Sonnet 4 vs GPT-6.1 Sol
As of Oct 15, 2026, Claude Sonnet 4 leads GPT-6.1 Sol in 0 of 5 shared categories.
Claude Sonnet 4
#35 Best current rank: #35 in Math, as of Oct 15, 2026.
GPT-6.1 Sol
Yes. SOTA in Vision (tied).
| Category | Claude Sonnet 4 | GPT-6.1 Sol |
|---|---|---|
| General LLM | #163 · #163 in General LLM Margin 86.70212765957447 LMArena leaderboard dataset · Oct 13, 2026 | #18 · #18 in General LLM Margin 9.574468085106389 LMArena leaderboard dataset · Oct 13, 2026 |
| Reasoning | #149 · #149 in Reasoning Margin 79.7872340425532 LMArena leaderboard dataset · Oct 13, 2026 | #15 · #15 in Reasoning Margin 8.510638297872347 LMArena leaderboard dataset · Oct 13, 2026 |
| Math | #35 · #35 in Math Margin 77.77777777777777 Epoch AI benchmarking hub · May 22, 2025 | #— · Not enough data Margin — LMArena leaderboard dataset · Oct 13, 2026 |
| Science | #97 · #97 in Science Margin — Epoch AI benchmarking hub · May 22, 2025 | #4 · #4 in Science Margin — Epoch AI benchmarking hub · Sep 29, 2026 |
| Coding | #— · Not enough data Margin — LMArena leaderboard dataset · Oct 13, 2026 | #2 · Near-SOTA · Coding Margin 13.63636363636364 Terminal-Bench Harbor Hub · Oct 6, 2026 |
| Coding › Agentic | — | #2 · Near-SOTA · Coding › Agentic Margin 13.63636363636364 Terminal-Bench Harbor Hub · Oct 6, 2026 |
| Coding › Web dev | — | #4 · Near-SOTA · Coding › Web dev Margin 2.4000000000000057 LMArena leaderboard dataset · Oct 13, 2026 |
| Long context | #123 · #123 in Long context Margin 65.42553191489361 LMArena leaderboard dataset · Oct 13, 2026 | #18 · #18 in Long context Margin 9.574468085106389 LMArena leaderboard dataset · Oct 13, 2026 |
| Vision | #— · Not enough data Margin — LMArena leaderboard dataset · Oct 9, 2026 | #1 · Co-SOTA · Vision Margin 0 Epoch AI benchmarking hub · Sep 29, 2026 |
| Factuality | — | #33 · #33 in Factuality Margin 19.767441860465127 LMArena leaderboard dataset · Oct 13, 2026 |
| Abstraction (ARC) | #67 · #67 in Abstraction (ARC) Margin — Epoch AI benchmarking hub · May 22, 2025 | #1 · #1 in Abstraction (ARC) Margin — Epoch AI benchmarking hub · Sep 29, 2026 |
Claude Sonnet 4: $6 per 1M blended tokens.
GPT-6.1 Sol: $4.000000000000001 per 1M blended tokens.
Claude Sonnet 4: closed weights.
GPT-6.1 Sol: closed weights.
General LLM: As of Oct 15, 2026, GPT-6.1 Sol leads Claude Sonnet 4 in General LLM at #18 against #163.
Reasoning: As of Oct 15, 2026, GPT-6.1 Sol leads Claude Sonnet 4 in Reasoning at #15 against #149.
Science: As of Oct 15, 2026, GPT-6.1 Sol leads Claude Sonnet 4 in Science at #4 against #97.
Long context: As of Oct 15, 2026, GPT-6.1 Sol leads Claude Sonnet 4 in Long context at #18 against #123.
Abstraction (ARC): As of Oct 15, 2026, GPT-6.1 Sol leads Claude Sonnet 4 in Abstraction (ARC) at #1 against #67.
Claude Sonnet 4 or GPT-6.1 Sol?
As of Oct 15, 2026, Claude Sonnet 4 leads GPT-6.1 Sol in 0 of 5 shared categories.
Claude Sonnet 4 or GPT-6.1 Sol for General LLM?
As of Oct 15, 2026, GPT-6.1 Sol leads Claude Sonnet 4 in General LLM at #18 against #163.
Claude Sonnet 4 or GPT-6.1 Sol for Reasoning?
As of Oct 15, 2026, GPT-6.1 Sol leads Claude Sonnet 4 in Reasoning at #15 against #149.
Claude Sonnet 4 or GPT-6.1 Sol for Science?
As of Oct 15, 2026, GPT-6.1 Sol leads Claude Sonnet 4 in Science at #4 against #97.