Compare · 2026-10-14

Claude Opus 4.8 vs Grok 4.6

As of Oct 14, 2026, Claude Opus 4.8 leads Grok 4.6 in 8 of 10 shared categories: General LLM, Reasoning, Coding, Coding › Agentic, Long context, Vision, Factuality, and Abstraction (ARC).

CategoryClaude Opus 4.8Grok 4.6
General LLM
#20 · #20 in General LLM
Margin 13.605442176870753
LMArena leaderboard dataset · Oct 13, 2026
#48 · #48 in General LLM
Margin 32.65306122448979
LMArena leaderboard dataset · Oct 13, 2026
Reasoning
#10 · #10 in Reasoning
Margin 7.534246575342465
LMArena leaderboard dataset · Oct 13, 2026
#44 · #44 in Reasoning
Margin 30.821917808219183
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
#10 · #10 in Science
Margin —
Epoch AI benchmarking hub · Aug 12, 2026
Coding
#12 · #12 in Coding
Margin 59.09090909090909
Terminal-Bench Harbor Hub · Oct 6, 2026
#14 · #14 in Coding
Margin 68.18181818181819
Terminal-Bench Harbor Hub · Oct 6, 2026
Coding › Agentic
#12 · #12 in Coding › Agentic
Margin 59.09090909090909
Terminal-Bench Harbor Hub · Oct 6, 2026
#14 · #14 in Coding › Agentic
Margin 68.18181818181819
Terminal-Bench Harbor Hub · Oct 6, 2026
Coding › Web dev
#33 · Was SOTA · Coding › Web dev
Margin 29.90654205607477
LMArena leaderboard dataset · Oct 13, 2026
#20 · #20 in Coding › Web dev
Margin 17.757009345794387
LMArena leaderboard dataset · Oct 13, 2026
Long context
#10 · Was SOTA · Long context
Margin 6.802721088435391
LMArena leaderboard dataset · Oct 13, 2026
#41 · #41 in Long context
Margin 27.89115646258503
LMArena leaderboard dataset · Oct 13, 2026
Vision
#13 · #13 in Vision
Margin 36.842105263157904
Epoch AI benchmarking hub · May 28, 2026
#24 · #24 in Vision
Margin 65.78947368421052
Epoch AI benchmarking hub · Aug 12, 2026
Factuality
#21 · #21 in Factuality
Margin 16.417910447761187
LMArena leaderboard dataset · Oct 13, 2026
#51 · #51 in Factuality
Margin 38.80597014925373
LMArena leaderboard dataset · Oct 13, 2026
Abstraction (ARC)
#12 · #12 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · May 28, 2026
#20 · #20 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · Aug 12, 2026
Price per 1M tokens

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

Grok 4.6: $3 per 1M blended tokens.

Open weights

Claude Opus 4.8: closed weights.

Grok 4.6: closed weights.

Which to pick

General LLM: As of Oct 14, 2026, Claude Opus 4.8 leads Grok 4.6 in General LLM at #20 against #48.

Reasoning: As of Oct 14, 2026, Claude Opus 4.8 leads Grok 4.6 in Reasoning at #10 against #44.

Science: As of Oct 14, 2026, Grok 4.6 leads Claude Opus 4.8 in Science at #10 against #27.

Coding: As of Oct 14, 2026, Claude Opus 4.8 leads Grok 4.6 in Coding at #12 against #14.

Coding › Agentic: As of Oct 14, 2026, Claude Opus 4.8 leads Grok 4.6 in Coding › Agentic at #12 against #14.

Coding › Web dev: As of Oct 14, 2026, Grok 4.6 leads Claude Opus 4.8 in Coding › Web dev at #20 against #33.

Long context: As of Oct 14, 2026, Claude Opus 4.8 leads Grok 4.6 in Long context at #10 against #41.

Vision: As of Oct 14, 2026, Claude Opus 4.8 leads Grok 4.6 in Vision at #13 against #24.

Factuality: As of Oct 14, 2026, Claude Opus 4.8 leads Grok 4.6 in Factuality at #21 against #51.

Abstraction (ARC): As of Oct 14, 2026, Claude Opus 4.8 leads Grok 4.6 in Abstraction (ARC) at #12 against #20.

Claude Opus 4.8 · Grok 4.6

Claude Opus 4.8 or Grok 4.6?

As of Oct 14, 2026, Claude Opus 4.8 leads Grok 4.6 in 8 of 10 shared categories: General LLM, Reasoning, Coding, Coding › Agentic, Long context, Vision, Factuality, and Abstraction (ARC).

Claude Opus 4.8 or Grok 4.6 for General LLM?

As of Oct 14, 2026, Claude Opus 4.8 leads Grok 4.6 in General LLM at #20 against #48.

Claude Opus 4.8 or Grok 4.6 for Reasoning?

As of Oct 14, 2026, Claude Opus 4.8 leads Grok 4.6 in Reasoning at #10 against #44.

Claude Opus 4.8 or Grok 4.6 for Science?

As of Oct 14, 2026, Grok 4.6 leads Claude Opus 4.8 in Science at #10 against #27.