Compare · 2026-10-14

GPT-5.4 Nano vs GPT-6 Sol

As of Oct 14, 2026, GPT-5.4 Nano leads GPT-6 Sol in 0 of 6 shared categories.

CategoryGPT-5.4 NanoGPT-6 Sol
General LLM
#114 · #114 in General LLM
Margin 77.55102040816327
LMArena leaderboard dataset · Oct 13, 2026
#43 · #43 in General LLM
Margin 29.25170068027211
LMArena leaderboard dataset · Oct 13, 2026
Reasoning
#109 · #109 in Reasoning
Margin 75.34246575342466
LMArena leaderboard dataset · Oct 13, 2026
#39 · #39 in Reasoning
Margin 27.397260273972606
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
#73 · #73 in Science
Margin —
Epoch AI benchmarking hub · Mar 17, 2026
#8 · #8 in Science
Margin —
Epoch AI benchmarking hub · Sep 22, 2026
Coding
#— · Not enough data
Margin —
LMArena leaderboard dataset · Oct 13, 2026
#5 · #5 in Coding
Margin 27.272727272727266
Terminal-Bench Harbor Hub · Oct 6, 2026
Coding › Agentic—
#5 · #5 in Coding › Agentic
Margin 27.272727272727266
Terminal-Bench Harbor Hub · Oct 6, 2026
Coding › Web dev—
#7 · #7 in Coding › Web dev
Margin 5.607476635514018
LMArena leaderboard dataset · Oct 13, 2026
Long context
#120 · #120 in Long context
Margin 81.63265306122449
LMArena leaderboard dataset · Oct 13, 2026
#49 · #49 in Long context
Margin 33.33333333333333
LMArena leaderboard dataset · Oct 13, 2026
Vision
#— · Not enough data
Margin —
LMArena leaderboard dataset · Oct 9, 2026
#9 · #9 in Vision
Margin 26.315789473684205
Epoch AI benchmarking hub · Sep 22, 2026
Factuality
#98 · #98 in Factuality
Margin 73.88059701492537
LMArena leaderboard dataset · Oct 13, 2026
#70 · #70 in Factuality
Margin 52.985074626865675
LMArena leaderboard dataset · Oct 13, 2026
Abstraction (ARC)
#43 · #43 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · Mar 17, 2026
#6 · #6 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · Sep 22, 2026
Price per 1M tokens

GPT-5.4 Nano: $0.4625 per 1M blended tokens.

GPT-6 Sol: $4.000000000000001 per 1M blended tokens.

Open weights

GPT-5.4 Nano: closed weights.

GPT-6 Sol: closed weights.

Which to pick

General LLM: As of Oct 14, 2026, GPT-6 Sol leads GPT-5.4 Nano in General LLM at #43 against #114.

Reasoning: As of Oct 14, 2026, GPT-6 Sol leads GPT-5.4 Nano in Reasoning at #39 against #109.

Science: As of Oct 14, 2026, GPT-6 Sol leads GPT-5.4 Nano in Science at #8 against #73.

Long context: As of Oct 14, 2026, GPT-6 Sol leads GPT-5.4 Nano in Long context at #49 against #120.

Factuality: As of Oct 14, 2026, GPT-6 Sol leads GPT-5.4 Nano in Factuality at #70 against #98.

Abstraction (ARC): As of Oct 14, 2026, GPT-6 Sol leads GPT-5.4 Nano in Abstraction (ARC) at #6 against #43.

GPT-5.4 Nano · GPT-6 Sol

GPT-5.4 Nano or GPT-6 Sol?

As of Oct 14, 2026, GPT-5.4 Nano leads GPT-6 Sol in 0 of 6 shared categories.

GPT-5.4 Nano or GPT-6 Sol for General LLM?

As of Oct 14, 2026, GPT-6 Sol leads GPT-5.4 Nano in General LLM at #43 against #114.

GPT-5.4 Nano or GPT-6 Sol for Reasoning?

As of Oct 14, 2026, GPT-6 Sol leads GPT-5.4 Nano in Reasoning at #39 against #109.

GPT-5.4 Nano or GPT-6 Sol for Science?

As of Oct 14, 2026, GPT-6 Sol leads GPT-5.4 Nano in Science at #8 against #73.