Compare · 2026-10-14

Claude Opus 4.8 vs GPT-5.6 Luna

As of Oct 14, 2026, Claude Opus 4.8 leads GPT-5.6 Luna in 9 of 10 shared categories: General LLM, Reasoning, Coding, Coding › Agentic, Coding › Web dev, Long context, Vision, Factuality, and Abstraction (ARC).

CategoryClaude Opus 4.8GPT-5.6 Luna
General LLM
#20 · #20 in General LLM
Margin 13.605442176870753
LMArena leaderboard dataset · Oct 13, 2026
#53 · #53 in General LLM
Margin 36.054421768707485
LMArena leaderboard dataset · Oct 13, 2026
Reasoning
#10 · #10 in Reasoning
Margin 7.534246575342465
LMArena leaderboard dataset · Oct 13, 2026
#55 · #55 in Reasoning
Margin 38.35616438356164
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
#25 · #25 in Science
Margin —
Epoch AI benchmarking hub · Jul 9, 2026
Coding
#12 · #12 in Coding
Margin 59.09090909090909
Terminal-Bench Harbor Hub · Oct 6, 2026
#16 · #16 in Coding
Margin 77.27272727272728
Terminal-Bench Harbor Hub · Oct 6, 2026
Coding › Agentic
#12 · #12 in Coding › Agentic
Margin 59.09090909090909
Terminal-Bench Harbor Hub · Oct 6, 2026
#16 · #16 in Coding › Agentic
Margin 77.27272727272728
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
#43 · #43 in Coding › Web dev
Margin 39.25233644859813
LMArena leaderboard dataset · Oct 13, 2026
Long context
#10 · Was SOTA · Long context
Margin 6.802721088435391
LMArena leaderboard dataset · Oct 13, 2026
#65 · #65 in Long context
Margin 44.21768707482993
LMArena leaderboard dataset · Oct 13, 2026
Vision
#13 · #13 in Vision
Margin 36.842105263157904
Epoch AI benchmarking hub · May 28, 2026
#19 · #19 in Vision
Margin 52.63157894736842
Epoch AI benchmarking hub · Jul 9, 2026
Factuality
#21 · #21 in Factuality
Margin 16.417910447761187
LMArena leaderboard dataset · Oct 13, 2026
#35 · #35 in Factuality
Margin 26.86567164179104
LMArena leaderboard dataset · Oct 13, 2026
Abstraction (ARC)
#12 · #12 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · May 28, 2026
#19 · #19 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · Jul 9, 2026
Price per 1M tokens

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

GPT-5.6 Luna: $0.44999999999999996 per 1M blended tokens.

Open weights

Claude Opus 4.8: closed weights.

GPT-5.6 Luna: closed weights.

Which to pick

General LLM: As of Oct 14, 2026, Claude Opus 4.8 leads GPT-5.6 Luna in General LLM at #20 against #53.

Reasoning: As of Oct 14, 2026, Claude Opus 4.8 leads GPT-5.6 Luna in Reasoning at #10 against #55.

Science: As of Oct 14, 2026, GPT-5.6 Luna leads Claude Opus 4.8 in Science at #25 against #27.

Coding: As of Oct 14, 2026, Claude Opus 4.8 leads GPT-5.6 Luna in Coding at #12 against #16.

Coding › Agentic: As of Oct 14, 2026, Claude Opus 4.8 leads GPT-5.6 Luna in Coding › Agentic at #12 against #16.

Coding › Web dev: As of Oct 14, 2026, Claude Opus 4.8 leads GPT-5.6 Luna in Coding › Web dev at #33 against #43.

Long context: As of Oct 14, 2026, Claude Opus 4.8 leads GPT-5.6 Luna in Long context at #10 against #65.

Vision: As of Oct 14, 2026, Claude Opus 4.8 leads GPT-5.6 Luna in Vision at #13 against #19.

Factuality: As of Oct 14, 2026, Claude Opus 4.8 leads GPT-5.6 Luna in Factuality at #21 against #35.

Abstraction (ARC): As of Oct 14, 2026, Claude Opus 4.8 leads GPT-5.6 Luna in Abstraction (ARC) at #12 against #19.

Claude Opus 4.8 · GPT-5.6 Luna

Claude Opus 4.8 or GPT-5.6 Luna?

As of Oct 14, 2026, Claude Opus 4.8 leads GPT-5.6 Luna 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 GPT-5.6 Luna for General LLM?

As of Oct 14, 2026, Claude Opus 4.8 leads GPT-5.6 Luna in General LLM at #20 against #53.

Claude Opus 4.8 or GPT-5.6 Luna for Reasoning?

As of Oct 14, 2026, Claude Opus 4.8 leads GPT-5.6 Luna in Reasoning at #10 against #55.

Claude Opus 4.8 or GPT-5.6 Luna for Science?

As of Oct 14, 2026, GPT-5.6 Luna leads Claude Opus 4.8 in Science at #25 against #27.