Claude Sonnet 4.6 vs GPT-6 Sol
As of Oct 14, 2026, Claude Sonnet 4.6 leads GPT-6 Sol in 4 of 8 shared categories: General LLM, Reasoning, Long context, and Factuality.
Claude Sonnet 4.6
It used to be. Was SOTA in Long context.
GPT-6 Sol
#5 Best current rank: #5 in Coding, as of Oct 14, 2026.
| Category | Claude Sonnet 4.6 | GPT-6 Sol |
|---|---|---|
| General LLM | #32 · #32 in General LLM Margin 21.768707482993193 LMArena leaderboard dataset · Oct 13, 2026 | #43 · #43 in General LLM Margin 29.25170068027211 LMArena leaderboard dataset · Oct 13, 2026 |
| Reasoning | #20 · #20 in Reasoning Margin 14.38356164383562 LMArena leaderboard dataset · Oct 13, 2026 | #39 · #39 in Reasoning Margin 27.397260273972606 LMArena leaderboard dataset · Oct 13, 2026 |
| Math | #— · Not enough data Margin — LMArena leaderboard dataset · Oct 13, 2026 | #— · Not enough data Margin — LMArena leaderboard dataset · Oct 13, 2026 |
| Science | #50 · #50 in Science Margin — Epoch AI benchmarking hub · Feb 17, 2026 | #8 · #8 in Science Margin — Epoch AI benchmarking hub · Sep 22, 2026 |
| Coding | #— · Not enough data Margin — Epoch AI benchmarking hub · Feb 17, 2026 | #5 · #5 in Coding Margin 27.272727272727266 Terminal-Bench Harbor Hub · Oct 6, 2026 |
| Coding › Agentic | — | #5 · #5 in Coding › Agentic Margin 27.272727272727266 Terminal-Bench Harbor Hub · Oct 6, 2026 |
| Coding › Web dev | #41 · #41 in Coding › Web dev Margin 37.38317757009346 LMArena leaderboard dataset · Oct 13, 2026 | #7 · #7 in Coding › Web dev Margin 5.607476635514018 LMArena leaderboard dataset · Oct 13, 2026 |
| Long context | #20 · Was SOTA · Long context Margin 13.605442176870753 LMArena leaderboard dataset · Oct 13, 2026 | #49 · #49 in Long context Margin 33.33333333333333 LMArena leaderboard dataset · Oct 13, 2026 |
| Vision | #23 · Was SOTA · Vision Margin 63.1578947368421 Epoch AI benchmarking hub · Feb 17, 2026 | #9 · #9 in Vision Margin 26.315789473684205 Epoch AI benchmarking hub · Sep 22, 2026 |
| Factuality | #34 · #34 in Factuality Margin 26.11940298507463 LMArena leaderboard dataset · Oct 13, 2026 | #70 · #70 in Factuality Margin 52.985074626865675 LMArena leaderboard dataset · Oct 13, 2026 |
| Abstraction (ARC) | #23 · #23 in Abstraction (ARC) Margin — Epoch AI benchmarking hub · Feb 17, 2026 | #6 · #6 in Abstraction (ARC) Margin — Epoch AI benchmarking hub · Sep 22, 2026 |
Claude Sonnet 4.6: $6 per 1M blended tokens.
GPT-6 Sol: $4.000000000000001 per 1M blended tokens.
Claude Sonnet 4.6: closed weights.
GPT-6 Sol: closed weights.
General LLM: As of Oct 14, 2026, Claude Sonnet 4.6 leads GPT-6 Sol in General LLM at #32 against #43.
Reasoning: As of Oct 14, 2026, Claude Sonnet 4.6 leads GPT-6 Sol in Reasoning at #20 against #39.
Science: As of Oct 14, 2026, GPT-6 Sol leads Claude Sonnet 4.6 in Science at #8 against #50.
Coding › Web dev: As of Oct 14, 2026, GPT-6 Sol leads Claude Sonnet 4.6 in Coding › Web dev at #7 against #41.
Long context: As of Oct 14, 2026, Claude Sonnet 4.6 leads GPT-6 Sol in Long context at #20 against #49.
Vision: As of Oct 14, 2026, GPT-6 Sol leads Claude Sonnet 4.6 in Vision at #9 against #23.
Factuality: As of Oct 14, 2026, Claude Sonnet 4.6 leads GPT-6 Sol in Factuality at #34 against #70.
Abstraction (ARC): As of Oct 14, 2026, GPT-6 Sol leads Claude Sonnet 4.6 in Abstraction (ARC) at #6 against #23.
Claude Sonnet 4.6 or GPT-6 Sol?
As of Oct 14, 2026, Claude Sonnet 4.6 leads GPT-6 Sol in 4 of 8 shared categories: General LLM, Reasoning, Long context, and Factuality.
Claude Sonnet 4.6 or GPT-6 Sol for General LLM?
As of Oct 14, 2026, Claude Sonnet 4.6 leads GPT-6 Sol in General LLM at #32 against #43.
Claude Sonnet 4.6 or GPT-6 Sol for Reasoning?
As of Oct 14, 2026, Claude Sonnet 4.6 leads GPT-6 Sol in Reasoning at #20 against #39.
Claude Sonnet 4.6 or GPT-6 Sol for Science?
As of Oct 14, 2026, GPT-6 Sol leads Claude Sonnet 4.6 in Science at #8 against #50.