# GPT-5.4 vs GPT-6 Sol

As of Oct 15, 2026, GPT-5.4 leads GPT-6 Sol in 4 of 7 shared categories: General LLM, Reasoning, Long context, and Factuality.

GPT-5.4: $5.625 per 1M blended tokens.

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

GPT-5.4: closed weights.

GPT-6 Sol: closed weights.

- Which to pick, General LLM: As of Oct 15, 2026, GPT-5.4 leads GPT-6 Sol in General LLM at #30 against #54.
- Which to pick, Reasoning: As of Oct 15, 2026, GPT-5.4 leads GPT-6 Sol in Reasoning at #32 against #49.
- Which to pick, Science: As of Oct 15, 2026, GPT-6 Sol leads GPT-5.4 in Science at #8 against #16.
- Which to pick, Coding › Web dev: As of Oct 15, 2026, GPT-6 Sol leads GPT-5.4 in Coding › Web dev at #7 against #60.
- Which to pick, Long context: As of Oct 15, 2026, GPT-5.4 leads GPT-6 Sol in Long context at #40 against #57.
- Which to pick, Factuality: As of Oct 15, 2026, GPT-5.4 leads GPT-6 Sol in Factuality at #6 against #88.
- Which to pick, Abstraction (ARC): As of Oct 15, 2026, GPT-6 Sol leads GPT-5.4 in Abstraction (ARC) at #6 against #10.

As of Oct 15, 2026, GPT-5.4 is a former state-of-the-art holder in General LLM (since Apr 10, 2026; sources LMArena Text (style-controlled, overall); methodology v1.0).

As of Oct 15, 2026, GPT-6 Sol is ranked #5 in Coding (since Oct 15, 2026; sources Terminal-Bench 4.0; methodology v1.0).