Compare · 2026-10-14

Claude Sonnet 4.5 vs GPT-6 Sol

As of Oct 14, 2026, Claude Sonnet 4.5 leads GPT-6 Sol in 2 of 7 shared categories: Long context and Factuality.

CategoryClaude Sonnet 4.5GPT-6 Sol
General LLM
#49 · Was SOTA · General LLM
Margin 33.33333333333333
LMArena leaderboard dataset · Oct 13, 2026
#43 · #43 in General LLM
Margin 29.25170068027211
LMArena leaderboard dataset · Oct 13, 2026
Reasoning
#40 · Was SOTA · Reasoning
Margin 28.082191780821915
LMArena leaderboard dataset · Oct 13, 2026
#39 · #39 in Reasoning
Margin 27.397260273972606
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
#8 · #8 in Science
Margin —
Epoch AI benchmarking hub · Sep 22, 2026
Coding
#— · Not enough data
Margin —
Epoch AI benchmarking hub · Sep 29, 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
#78 · Was SOTA · Coding › Web dev
Margin 71.96261682242991
LMArena leaderboard dataset · Oct 13, 2026
#7 · #7 in Coding › Web dev
Margin 5.607476635514018
LMArena leaderboard dataset · Oct 13, 2026
Long context
#29 · Was SOTA · Long context
Margin 19.72789115646259
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
#50 · #50 in Factuality
Margin 38.059701492537314
LMArena leaderboard dataset · Oct 13, 2026
#70 · #70 in Factuality
Margin 52.985074626865675
LMArena leaderboard dataset · Oct 13, 2026
Abstraction (ARC)
#66 · #66 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · Sep 29, 2025
#6 · #6 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · Sep 22, 2026
Price per 1M tokens

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

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

Open weights

Claude Sonnet 4.5: closed weights.

GPT-6 Sol: closed weights.

Which to pick

General LLM: As of Oct 14, 2026, GPT-6 Sol leads Claude Sonnet 4.5 in General LLM at #43 against #49.

Reasoning: As of Oct 14, 2026, GPT-6 Sol leads Claude Sonnet 4.5 in Reasoning at #39 against #40.

Science: As of Oct 14, 2026, GPT-6 Sol leads Claude Sonnet 4.5 in Science at #8 against #82.

Coding › Web dev: As of Oct 14, 2026, GPT-6 Sol leads Claude Sonnet 4.5 in Coding › Web dev at #7 against #78.

Long context: As of Oct 14, 2026, Claude Sonnet 4.5 leads GPT-6 Sol in Long context at #29 against #49.

Factuality: As of Oct 14, 2026, Claude Sonnet 4.5 leads GPT-6 Sol in Factuality at #50 against #70.

Abstraction (ARC): As of Oct 14, 2026, GPT-6 Sol leads Claude Sonnet 4.5 in Abstraction (ARC) at #6 against #66.

Claude Sonnet 4.5 · GPT-6 Sol

Claude Sonnet 4.5 or GPT-6 Sol?

As of Oct 14, 2026, Claude Sonnet 4.5 leads GPT-6 Sol in 2 of 7 shared categories: Long context and Factuality.

Claude Sonnet 4.5 or GPT-6 Sol for General LLM?

As of Oct 14, 2026, GPT-6 Sol leads Claude Sonnet 4.5 in General LLM at #43 against #49.

Claude Sonnet 4.5 or GPT-6 Sol for Reasoning?

As of Oct 14, 2026, GPT-6 Sol leads Claude Sonnet 4.5 in Reasoning at #39 against #40.

Claude Sonnet 4.5 or GPT-6 Sol for Science?

As of Oct 14, 2026, GPT-6 Sol leads Claude Sonnet 4.5 in Science at #8 against #82.