Compare · 2026-10-15

GPT-5.4 vs Grok 4.6

As of Oct 15, 2026, GPT-5.4 leads Grok 4.6 in 5 of 7 shared categories: General LLM, Reasoning, Long context, Factuality, and Abstraction (ARC).

CategoryGPT-5.4Grok 4.6
General LLM
#28 · Was SOTA · General LLM
Margin 19.04761904761905
LMArena leaderboard dataset · Oct 13, 2026
#48 · #48 in General LLM
Margin 32.65306122448979
LMArena leaderboard dataset · Oct 13, 2026
Reasoning
#29 · #29 in Reasoning
Margin 20.54794520547945
LMArena leaderboard dataset · Oct 13, 2026
#44 · #44 in Reasoning
Margin 30.821917808219183
LMArena leaderboard dataset · Oct 13, 2026
Math
#9 · #9 in Math
Margin 17.777777777777757
Epoch AI benchmarking hub · Mar 5, 2026
#— · Not enough data
Margin —
LMArena leaderboard dataset · Oct 13, 2026
Science
#16 · #16 in Science
Margin —
Epoch AI benchmarking hub · Mar 5, 2026
#10 · #10 in Science
Margin —
Epoch AI benchmarking hub · Aug 12, 2026
Coding
#— · Not enough data
Margin —
LMArena leaderboard dataset · Oct 13, 2026
#14 · #14 in Coding
Margin 68.18181818181819
Terminal-Bench Harbor Hub · Oct 6, 2026
Coding › Agentic—
#14 · #14 in Coding › Agentic
Margin 68.18181818181819
Terminal-Bench Harbor Hub · Oct 6, 2026
Coding › Web dev
#55 · #55 in Coding › Web dev
Margin 50.467289719626166
LMArena leaderboard dataset · Oct 13, 2026
#20 · #20 in Coding › Web dev
Margin 17.757009345794387
LMArena leaderboard dataset · Oct 13, 2026
Long context
#34 · #34 in Long context
Margin 23.12925170068027
LMArena leaderboard dataset · Oct 13, 2026
#41 · #41 in Long context
Margin 27.89115646258503
LMArena leaderboard dataset · Oct 13, 2026
Vision
#— · Not enough data
Margin —
LMArena leaderboard dataset · Oct 9, 2026
#24 · #24 in Vision
Margin 65.78947368421052
Epoch AI benchmarking hub · Aug 12, 2026
Factuality
#6 · Was SOTA · Factuality
Margin 5.22388059701494
LMArena leaderboard dataset · Oct 13, 2026
#51 · #51 in Factuality
Margin 38.80597014925373
LMArena leaderboard dataset · Oct 13, 2026
Abstraction (ARC)
#10 · #10 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · Mar 5, 2026
#20 · #20 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · Aug 12, 2026
Price per 1M tokens

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

Grok 4.6: $3 per 1M blended tokens.

Open weights

GPT-5.4: closed weights.

Grok 4.6: closed weights.

Which to pick

General LLM: As of Oct 15, 2026, GPT-5.4 leads Grok 4.6 in General LLM at #28 against #48.

Reasoning: As of Oct 15, 2026, GPT-5.4 leads Grok 4.6 in Reasoning at #29 against #44.

Science: As of Oct 15, 2026, Grok 4.6 leads GPT-5.4 in Science at #10 against #16.

Coding › Web dev: As of Oct 15, 2026, Grok 4.6 leads GPT-5.4 in Coding › Web dev at #20 against #55.

Long context: As of Oct 15, 2026, GPT-5.4 leads Grok 4.6 in Long context at #34 against #41.

Factuality: As of Oct 15, 2026, GPT-5.4 leads Grok 4.6 in Factuality at #6 against #51.

Abstraction (ARC): As of Oct 15, 2026, GPT-5.4 leads Grok 4.6 in Abstraction (ARC) at #10 against #20.

GPT-5.4 · Grok 4.6

GPT-5.4 or Grok 4.6?

As of Oct 15, 2026, GPT-5.4 leads Grok 4.6 in 5 of 7 shared categories: General LLM, Reasoning, Long context, Factuality, and Abstraction (ARC).

GPT-5.4 or Grok 4.6 for General LLM?

As of Oct 15, 2026, GPT-5.4 leads Grok 4.6 in General LLM at #28 against #48.

GPT-5.4 or Grok 4.6 for Reasoning?

As of Oct 15, 2026, GPT-5.4 leads Grok 4.6 in Reasoning at #29 against #44.

GPT-5.4 or Grok 4.6 for Science?

As of Oct 15, 2026, Grok 4.6 leads GPT-5.4 in Science at #10 against #16.