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Compare · 2026-10-15

Claude Sonnet 4.5 vs GPT-6.1 Sol

As of Oct 15, 2026, Claude Sonnet 4.5 leads GPT-6.1 Sol in 0 of 7 shared categories.

CategoryClaude Sonnet 4.5GPT-6.1 Sol
General LLM
#62 · Was SOTA · General LLM
Margin 32.97872340425532
LMArena leaderboard dataset · Oct 13, 2026
#18 · #18 in General LLM
Margin 9.574468085106389
LMArena leaderboard dataset · Oct 13, 2026
Reasoning
#51 · Was SOTA · Reasoning
Margin 27.65957446808511
LMArena leaderboard dataset · Oct 13, 2026
#15 · #15 in Reasoning
Margin 8.510638297872347
LMArena leaderboard dataset · Oct 13, 2026
Math
#25 · #25 in Math
Margin 53.333333333333336
Epoch AI benchmarking hub · Sep 29, 2025
#— · Not enough data
Margin —
LMArena leaderboard dataset · Oct 13, 2026
Science
#82 · #82 in Science
Margin —
Epoch AI benchmarking hub · Sep 29, 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
#86 · Was SOTA · Coding › Web dev
Margin 68
LMArena leaderboard dataset · Oct 13, 2026
#4 · Near-SOTA · Coding › Web dev
Margin 2.4000000000000057
LMArena leaderboard dataset · Oct 13, 2026
Long context
#34 · Was SOTA · Long context
Margin 18.085106382978722
LMArena leaderboard dataset · Oct 13, 2026
#18 · #18 in Long context
Margin 9.574468085106389
LMArena leaderboard dataset · Oct 13, 2026
Vision—
#1 · Co-SOTA · Vision
Margin 0
Epoch AI benchmarking hub · Sep 29, 2026
Factuality
#61 · #61 in Factuality
Margin 36.04651162790697
LMArena leaderboard dataset · Oct 13, 2026
#33 · #33 in Factuality
Margin 19.767441860465127
LMArena leaderboard dataset · Oct 13, 2026
Abstraction (ARC)
#66 · #66 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · Sep 29, 2025
#1 · #1 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · Sep 29, 2026
Price per 1M tokens

Claude Sonnet 4.5: $6 per 1M blended tokens.

GPT-6.1 Sol: $4.000000000000001 per 1M blended tokens.

Open weights

Claude Sonnet 4.5: closed weights.

GPT-6.1 Sol: closed weights.

Which to pick

General LLM: As of Oct 15, 2026, GPT-6.1 Sol leads Claude Sonnet 4.5 in General LLM at #18 against #62.

Reasoning: As of Oct 15, 2026, GPT-6.1 Sol leads Claude Sonnet 4.5 in Reasoning at #15 against #51.

Science: As of Oct 15, 2026, GPT-6.1 Sol leads Claude Sonnet 4.5 in Science at #4 against #82.

Coding › Web dev: As of Oct 15, 2026, GPT-6.1 Sol leads Claude Sonnet 4.5 in Coding › Web dev at #4 against #86.

Long context: As of Oct 15, 2026, GPT-6.1 Sol leads Claude Sonnet 4.5 in Long context at #18 against #34.

Factuality: As of Oct 15, 2026, GPT-6.1 Sol leads Claude Sonnet 4.5 in Factuality at #33 against #61.

Abstraction (ARC): As of Oct 15, 2026, GPT-6.1 Sol leads Claude Sonnet 4.5 in Abstraction (ARC) at #1 against #66.

Claude Sonnet 4.5 · GPT-6.1 Sol

Claude Sonnet 4.5 or GPT-6.1 Sol?

As of Oct 15, 2026, Claude Sonnet 4.5 leads GPT-6.1 Sol in 0 of 7 shared categories.

Claude Sonnet 4.5 or GPT-6.1 Sol for General LLM?

As of Oct 15, 2026, GPT-6.1 Sol leads Claude Sonnet 4.5 in General LLM at #18 against #62.

Claude Sonnet 4.5 or GPT-6.1 Sol for Reasoning?

As of Oct 15, 2026, GPT-6.1 Sol leads Claude Sonnet 4.5 in Reasoning at #15 against #51.

Claude Sonnet 4.5 or GPT-6.1 Sol for Science?

As of Oct 15, 2026, GPT-6.1 Sol leads Claude Sonnet 4.5 in Science at #4 against #82.