Compare · 2026-10-14

Claude Sonnet 4.5 vs GPT-5.4

As of Oct 14, 2026, Claude Sonnet 4.5 leads GPT-5.4 in 1 of 8 shared categories: Long context.

CategoryClaude Sonnet 4.5GPT-5.4
General LLM
#49 · Was SOTA · General LLM
Margin 33.33333333333333
LMArena leaderboard dataset · Oct 13, 2026
#28 · Was SOTA · General LLM
Margin 19.04761904761905
LMArena leaderboard dataset · Oct 13, 2026
Reasoning
#40 · Was SOTA · Reasoning
Margin 28.082191780821915
LMArena leaderboard dataset · Oct 13, 2026
#29 · #29 in Reasoning
Margin 20.54794520547945
LMArena leaderboard dataset · Oct 13, 2026
Math
#25 · #25 in Math
Margin 53.333333333333336
Epoch AI benchmarking hub · Sep 29, 2025
#9 · #9 in Math
Margin 17.777777777777757
Epoch AI benchmarking hub · Mar 5, 2026
Science
#82 · #82 in Science
Margin —
Epoch AI benchmarking hub · Sep 29, 2025
#16 · #16 in Science
Margin —
Epoch AI benchmarking hub · Mar 5, 2026
Coding
#— · Not enough data
Margin —
Epoch AI benchmarking hub · Sep 29, 2025
#— · Not enough data
Margin —
Epoch AI benchmarking hub · Mar 5, 2026
Coding › Web dev
#78 · Was SOTA · Coding › Web dev
Margin 71.96261682242991
LMArena leaderboard dataset · Oct 13, 2026
#55 · #55 in Coding › Web dev
Margin 50.467289719626166
LMArena leaderboard dataset · Oct 13, 2026
Long context
#29 · Was SOTA · Long context
Margin 19.72789115646259
LMArena leaderboard dataset · Oct 13, 2026
#34 · #34 in Long context
Margin 23.12925170068027
LMArena leaderboard dataset · Oct 13, 2026
Vision—
#— · Not enough data
Margin —
LMArena leaderboard dataset · Oct 9, 2026
Factuality
#50 · #50 in Factuality
Margin 38.059701492537314
LMArena leaderboard dataset · Oct 13, 2026
#6 · Was SOTA · Factuality
Margin 5.22388059701494
LMArena leaderboard dataset · Oct 13, 2026
Abstraction (ARC)
#66 · #66 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · Sep 29, 2025
#10 · #10 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · Mar 5, 2026
Price per 1M tokens

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

GPT-5.4: $5.625 per 1M blended tokens.

Open weights

Claude Sonnet 4.5: closed weights.

GPT-5.4: closed weights.

Which to pick

General LLM: As of Oct 14, 2026, GPT-5.4 leads Claude Sonnet 4.5 in General LLM at #28 against #49.

Reasoning: As of Oct 14, 2026, GPT-5.4 leads Claude Sonnet 4.5 in Reasoning at #29 against #40.

Math: As of Oct 14, 2026, GPT-5.4 leads Claude Sonnet 4.5 in Math at #9 against #25.

Science: As of Oct 14, 2026, GPT-5.4 leads Claude Sonnet 4.5 in Science at #16 against #82.

Coding › Web dev: As of Oct 14, 2026, GPT-5.4 leads Claude Sonnet 4.5 in Coding › Web dev at #55 against #78.

Long context: As of Oct 14, 2026, Claude Sonnet 4.5 leads GPT-5.4 in Long context at #29 against #34.

Factuality: As of Oct 14, 2026, GPT-5.4 leads Claude Sonnet 4.5 in Factuality at #6 against #50.

Abstraction (ARC): As of Oct 14, 2026, GPT-5.4 leads Claude Sonnet 4.5 in Abstraction (ARC) at #10 against #66.

Claude Sonnet 4.5 · GPT-5.4

Claude Sonnet 4.5 or GPT-5.4?

As of Oct 14, 2026, Claude Sonnet 4.5 leads GPT-5.4 in 1 of 8 shared categories: Long context.

Claude Sonnet 4.5 or GPT-5.4 for General LLM?

As of Oct 14, 2026, GPT-5.4 leads Claude Sonnet 4.5 in General LLM at #28 against #49.

Claude Sonnet 4.5 or GPT-5.4 for Reasoning?

As of Oct 14, 2026, GPT-5.4 leads Claude Sonnet 4.5 in Reasoning at #29 against #40.

Claude Sonnet 4.5 or GPT-5.4 for Math?

As of Oct 14, 2026, GPT-5.4 leads Claude Sonnet 4.5 in Math at #9 against #25.