Compare · 2026-10-14

Claude Opus 4.1 vs GPT-6 Sol

As of Oct 14, 2026, Claude Opus 4.1 leads GPT-6 Sol in 1 of 6 shared categories: Long context.

CategoryClaude Opus 4.1GPT-6 Sol
General LLM
#57 · Was SOTA · General LLM
Margin 38.775510204081634
LMArena leaderboard dataset · Oct 13, 2026
#43 · #43 in General LLM
Margin 29.25170068027211
LMArena leaderboard dataset · Oct 13, 2026
Reasoning
#47 · Was SOTA · Reasoning
Margin 32.87671232876713
LMArena leaderboard dataset · Oct 13, 2026
#39 · #39 in Reasoning
Margin 27.397260273972606
LMArena leaderboard dataset · Oct 13, 2026
Math
#27 · #27 in Math
Margin 57.77777777777778
Epoch AI benchmarking hub · Aug 5, 2025
#— · Not enough data
Margin —
LMArena leaderboard dataset · Oct 13, 2026
Science
#83 · #83 in Science
Margin —
Epoch AI benchmarking hub · Aug 5, 2025
#8 · #8 in Science
Margin —
Epoch AI benchmarking hub · Sep 22, 2026
Coding
#— · Not enough data
Margin —
Epoch AI benchmarking hub · Aug 5, 2025
#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
#76 · Was SOTA · Coding › Web dev
Margin 70.09345794392523
LMArena leaderboard dataset · Oct 13, 2026
#7 · #7 in Coding › Web dev
Margin 5.607476635514018
LMArena leaderboard dataset · Oct 13, 2026
Long context
#44 · Was SOTA · Long context
Margin 29.931972789115648
LMArena leaderboard dataset · Oct 13, 2026
#49 · #49 in Long context
Margin 33.33333333333333
LMArena leaderboard dataset · Oct 13, 2026
Vision—
#9 · #9 in Vision
Margin 26.315789473684205
Epoch AI benchmarking hub · Sep 22, 2026
Factuality
#74 · #74 in Factuality
Margin 55.97014925373134
LMArena leaderboard dataset · Oct 13, 2026
#70 · #70 in Factuality
Margin 52.985074626865675
LMArena leaderboard dataset · Oct 13, 2026
Abstraction (ARC)—
#6 · #6 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · Sep 22, 2026
Price per 1M tokens

Claude Opus 4.1: $29.999999999999996 per 1M blended tokens.

GPT-6 Sol: $4.000000000000001 per 1M blended tokens.

Open weights

Claude Opus 4.1: closed weights.

GPT-6 Sol: closed weights.

Which to pick

General LLM: As of Oct 14, 2026, GPT-6 Sol leads Claude Opus 4.1 in General LLM at #43 against #57.

Reasoning: As of Oct 14, 2026, GPT-6 Sol leads Claude Opus 4.1 in Reasoning at #39 against #47.

Science: As of Oct 14, 2026, GPT-6 Sol leads Claude Opus 4.1 in Science at #8 against #83.

Coding › Web dev: As of Oct 14, 2026, GPT-6 Sol leads Claude Opus 4.1 in Coding › Web dev at #7 against #76.

Long context: As of Oct 14, 2026, Claude Opus 4.1 leads GPT-6 Sol in Long context at #44 against #49.

Factuality: As of Oct 14, 2026, GPT-6 Sol leads Claude Opus 4.1 in Factuality at #70 against #74.

Claude Opus 4.1 · GPT-6 Sol

Claude Opus 4.1 or GPT-6 Sol?

As of Oct 14, 2026, Claude Opus 4.1 leads GPT-6 Sol in 1 of 6 shared categories: Long context.

Claude Opus 4.1 or GPT-6 Sol for General LLM?

As of Oct 14, 2026, GPT-6 Sol leads Claude Opus 4.1 in General LLM at #43 against #57.

Claude Opus 4.1 or GPT-6 Sol for Reasoning?

As of Oct 14, 2026, GPT-6 Sol leads Claude Opus 4.1 in Reasoning at #39 against #47.

Claude Opus 4.1 or GPT-6 Sol for Science?

As of Oct 14, 2026, GPT-6 Sol leads Claude Opus 4.1 in Science at #8 against #83.