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Compare · 2026-10-15

Claude Opus 4.8 vs Grok 4.1

As of Oct 15, 2026, Claude Opus 4.8 leads Grok 4.1 in 4 of 4 shared categories: General LLM, Reasoning, Long context, and Factuality.

CategoryClaude Opus 4.8Grok 4.1
General LLM
#21 · #21 in General LLM
Margin 11.170212765957444
LMArena leaderboard dataset · Oct 13, 2026
#53 · #53 in General LLM
Margin 28.191489361702125
LMArena leaderboard dataset · Oct 13, 2026
Reasoning
#10 · #10 in Reasoning
Margin 5.851063829787236
LMArena leaderboard dataset · Oct 13, 2026
#68 · #68 in Reasoning
Margin 36.702127659574465
LMArena leaderboard dataset · Oct 13, 2026
Math
#— · Not enough data
Margin —
LMArena leaderboard dataset · Oct 13, 2026
#— · Not enough data
Margin —
LMArena leaderboard dataset · Oct 13, 2026
Science
#27 · #27 in Science
Margin —
Epoch AI benchmarking hub · May 28, 2026
—
Coding
#12 · #12 in Coding
Margin 59.09090909090909
Terminal-Bench Harbor Hub · Oct 6, 2026
#— · Not enough data
Margin —
LMArena leaderboard dataset · Oct 13, 2026
Coding › Agentic
#12 · #12 in Coding › Agentic
Margin 59.09090909090909
Terminal-Bench Harbor Hub · Oct 6, 2026
—
Coding › Web dev
#35 · Was SOTA · Coding › Web dev
Margin 27.200000000000003
LMArena leaderboard dataset · Oct 13, 2026
—
Long context
#10 · Was SOTA · Long context
Margin 5.319148936170208
LMArena leaderboard dataset · Oct 13, 2026
#82 · #82 in Long context
Margin 43.61702127659574
LMArena leaderboard dataset · Oct 13, 2026
Vision
#13 · #13 in Vision
Margin 36.842105263157904
Epoch AI benchmarking hub · May 28, 2026
—
Factuality
#24 · #24 in Factuality
Margin 14.534883720930239
LMArena leaderboard dataset · Oct 13, 2026
#103 · #103 in Factuality
Margin 60.46511627906977
LMArena leaderboard dataset · Oct 13, 2026
Abstraction (ARC)
#12 · #12 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · May 28, 2026
—
Price per 1M tokens

Claude Opus 4.8: $10 per 1M blended tokens.

Grok 4.1: price per 1M tokens is unset in the catalog.

Open weights

Claude Opus 4.8: closed weights.

Grok 4.1: closed weights.

Which to pick

General LLM: As of Oct 15, 2026, Claude Opus 4.8 leads Grok 4.1 in General LLM at #21 against #53.

Reasoning: As of Oct 15, 2026, Claude Opus 4.8 leads Grok 4.1 in Reasoning at #10 against #68.

Long context: As of Oct 15, 2026, Claude Opus 4.8 leads Grok 4.1 in Long context at #10 against #82.

Factuality: As of Oct 15, 2026, Claude Opus 4.8 leads Grok 4.1 in Factuality at #24 against #103.

Claude Opus 4.8 · Grok 4.1

Claude Opus 4.8 or Grok 4.1?

As of Oct 15, 2026, Claude Opus 4.8 leads Grok 4.1 in 4 of 4 shared categories: General LLM, Reasoning, Long context, and Factuality.

Claude Opus 4.8 or Grok 4.1 for General LLM?

As of Oct 15, 2026, Claude Opus 4.8 leads Grok 4.1 in General LLM at #21 against #53.

Claude Opus 4.8 or Grok 4.1 for Reasoning?

As of Oct 15, 2026, Claude Opus 4.8 leads Grok 4.1 in Reasoning at #10 against #68.

Claude Opus 4.8 or Grok 4.1 for Long context?

As of Oct 15, 2026, Claude Opus 4.8 leads Grok 4.1 in Long context at #10 against #82.