Compare · 2026-10-14

Claude Opus 4.8 vs GLM 4.6

As of Oct 14, 2026, Claude Opus 4.8 leads GLM 4.6 in 5 of 5 shared categories: General LLM, Reasoning, Coding › Web dev, Long context, and Factuality.

CategoryClaude Opus 4.8GLM 4.6
General LLM
#20 · #20 in General LLM
Margin 13.605442176870753
LMArena leaderboard dataset · Oct 13, 2026
#87 · #87 in General LLM
Margin 59.183673469387756
LMArena leaderboard dataset · Oct 13, 2026
Reasoning
#10 · #10 in Reasoning
Margin 7.534246575342465
LMArena leaderboard dataset · Oct 13, 2026
#89 · #89 in Reasoning
Margin 61.64383561643836
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
#33 · Was SOTA · Coding › Web dev
Margin 29.90654205607477
LMArena leaderboard dataset · Oct 13, 2026
#88 · Was SOTA · Coding › Web dev
Margin 81.30841121495327
LMArena leaderboard dataset · Oct 13, 2026
Long context
#10 · Was SOTA · Long context
Margin 6.802721088435391
LMArena leaderboard dataset · Oct 13, 2026
#90 · #90 in Long context
Margin 61.224489795918366
LMArena leaderboard dataset · Oct 13, 2026
Vision
#13 · #13 in Vision
Margin 36.842105263157904
Epoch AI benchmarking hub · May 28, 2026
—
Factuality
#21 · #21 in Factuality
Margin 16.417910447761187
LMArena leaderboard dataset · Oct 13, 2026
#55 · #55 in Factuality
Margin 41.7910447761194
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.

GLM 4.6: $0.875 per 1M blended tokens.

Open weights

Claude Opus 4.8: closed weights.

GLM 4.6: open weights.

Which to pick

General LLM: As of Oct 14, 2026, Claude Opus 4.8 leads GLM 4.6 in General LLM at #20 against #87.

Reasoning: As of Oct 14, 2026, Claude Opus 4.8 leads GLM 4.6 in Reasoning at #10 against #89.

Coding › Web dev: As of Oct 14, 2026, Claude Opus 4.8 leads GLM 4.6 in Coding › Web dev at #33 against #88.

Long context: As of Oct 14, 2026, Claude Opus 4.8 leads GLM 4.6 in Long context at #10 against #90.

Factuality: As of Oct 14, 2026, Claude Opus 4.8 leads GLM 4.6 in Factuality at #21 against #55.

Claude Opus 4.8 · GLM 4.6

Claude Opus 4.8 or GLM 4.6?

As of Oct 14, 2026, Claude Opus 4.8 leads GLM 4.6 in 5 of 5 shared categories: General LLM, Reasoning, Coding › Web dev, Long context, and Factuality.

Claude Opus 4.8 or GLM 4.6 for General LLM?

As of Oct 14, 2026, Claude Opus 4.8 leads GLM 4.6 in General LLM at #20 against #87.

Claude Opus 4.8 or GLM 4.6 for Reasoning?

As of Oct 14, 2026, Claude Opus 4.8 leads GLM 4.6 in Reasoning at #10 against #89.

Claude Opus 4.8 or GLM 4.6 for Coding › Web dev?

As of Oct 14, 2026, Claude Opus 4.8 leads GLM 4.6 in Coding › Web dev at #33 against #88.