Sign in
Compare · 2026-10-15

Claude Opus 4.8 vs Grok 4.5

As of Oct 15, 2026, Claude Opus 4.8 leads Grok 4.5 in 9 of 10 shared categories: General LLM, Reasoning, Coding, Coding › Agentic, Coding › Web dev, Long context, Vision, Factuality, and Abstraction (ARC).

CategoryClaude Opus 4.8Grok 4.5
General LLM
#21 · #21 in General LLM
Margin 11.170212765957444
LMArena leaderboard dataset · Oct 13, 2026
#45 · #45 in General LLM
Margin 23.93617021276596
LMArena leaderboard dataset · Oct 13, 2026
Reasoning
#10 · #10 in Reasoning
Margin 5.851063829787236
LMArena leaderboard dataset · Oct 13, 2026
#44 · #44 in Reasoning
Margin 23.93617021276596
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
#14 · #14 in Science
Margin —
Epoch AI benchmarking hub · Jul 8, 2026
Coding
#12 · #12 in Coding
Margin 59.09090909090909
Terminal-Bench Harbor Hub · Oct 6, 2026
#19 · #19 in Coding
Margin 95.45454545454545
Terminal-Bench Harbor Hub · Oct 6, 2026
Coding › Agentic
#12 · #12 in Coding › Agentic
Margin 59.09090909090909
Terminal-Bench Harbor Hub · Oct 6, 2026
#19 · #19 in Coding › Agentic
Margin 95.45454545454545
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
#36 · #36 in Coding › Web dev
Margin 28
LMArena leaderboard dataset · Oct 13, 2026
Long context
#10 · Was SOTA · Long context
Margin 5.319148936170208
LMArena leaderboard dataset · Oct 13, 2026
#41 · #41 in Long context
Margin 21.808510638297875
LMArena leaderboard dataset · Oct 13, 2026
Vision
#13 · #13 in Vision
Margin 36.842105263157904
Epoch AI benchmarking hub · May 28, 2026
#29 · #29 in Vision
Margin 86.84210526315789
Epoch AI benchmarking hub · Jul 8, 2026
Factuality
#24 · #24 in Factuality
Margin 14.534883720930239
LMArena leaderboard dataset · Oct 13, 2026
#30 · #30 in Factuality
Margin 18.023255813953483
LMArena leaderboard dataset · Oct 13, 2026
Abstraction (ARC)
#12 · #12 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · May 28, 2026
#21 · #21 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · Jul 8, 2026
Price per 1M tokens

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

Grok 4.5: $3 per 1M blended tokens.

Open weights

Claude Opus 4.8: closed weights.

Grok 4.5: closed weights.

Which to pick

General LLM: As of Oct 15, 2026, Claude Opus 4.8 leads Grok 4.5 in General LLM at #21 against #45.

Reasoning: As of Oct 15, 2026, Claude Opus 4.8 leads Grok 4.5 in Reasoning at #10 against #44.

Science: As of Oct 15, 2026, Grok 4.5 leads Claude Opus 4.8 in Science at #14 against #27.

Coding: As of Oct 15, 2026, Claude Opus 4.8 leads Grok 4.5 in Coding at #12 against #19.

Coding › Agentic: As of Oct 15, 2026, Claude Opus 4.8 leads Grok 4.5 in Coding › Agentic at #12 against #19.

Coding › Web dev: As of Oct 15, 2026, Claude Opus 4.8 leads Grok 4.5 in Coding › Web dev at #35 against #36.

Long context: As of Oct 15, 2026, Claude Opus 4.8 leads Grok 4.5 in Long context at #10 against #41.

Vision: As of Oct 15, 2026, Claude Opus 4.8 leads Grok 4.5 in Vision at #13 against #29.

Factuality: As of Oct 15, 2026, Claude Opus 4.8 leads Grok 4.5 in Factuality at #24 against #30.

Abstraction (ARC): As of Oct 15, 2026, Claude Opus 4.8 leads Grok 4.5 in Abstraction (ARC) at #12 against #21.

Claude Opus 4.8 · Grok 4.5

Claude Opus 4.8 or Grok 4.5?

As of Oct 15, 2026, Claude Opus 4.8 leads Grok 4.5 in 9 of 10 shared categories: General LLM, Reasoning, Coding, Coding › Agentic, Coding › Web dev, Long context, Vision, Factuality, and Abstraction (ARC).

Claude Opus 4.8 or Grok 4.5 for General LLM?

As of Oct 15, 2026, Claude Opus 4.8 leads Grok 4.5 in General LLM at #21 against #45.

Claude Opus 4.8 or Grok 4.5 for Reasoning?

As of Oct 15, 2026, Claude Opus 4.8 leads Grok 4.5 in Reasoning at #10 against #44.

Claude Opus 4.8 or Grok 4.5 for Science?

As of Oct 15, 2026, Grok 4.5 leads Claude Opus 4.8 in Science at #14 against #27.