# Claude Sonnet 4.6 vs GPT-6.1 Sol

As of Oct 14, 2026, Claude Sonnet 4.6 leads GPT-6.1 Sol in 0 of 8 shared categories.

Claude Sonnet 4.6: $6 per 1M blended tokens.

GPT-6.1 Sol: $4.000000000000001 per 1M blended tokens.

Claude Sonnet 4.6: closed weights.

GPT-6.1 Sol: closed weights.

- Which to pick, General LLM: As of Oct 14, 2026, GPT-6.1 Sol leads Claude Sonnet 4.6 in General LLM at #18 against #32.
- Which to pick, Reasoning: As of Oct 14, 2026, GPT-6.1 Sol leads Claude Sonnet 4.6 in Reasoning at #15 against #20.
- Which to pick, Science: As of Oct 14, 2026, GPT-6.1 Sol leads Claude Sonnet 4.6 in Science at #4 against #50.
- Which to pick, Coding › Web dev: As of Oct 14, 2026, GPT-6.1 Sol leads Claude Sonnet 4.6 in Coding › Web dev at #4 against #41.
- Which to pick, Long context: As of Oct 14, 2026, GPT-6.1 Sol leads Claude Sonnet 4.6 in Long context at #17 against #20.
- Which to pick, Vision: As of Oct 14, 2026, GPT-6.1 Sol leads Claude Sonnet 4.6 in Vision at #1 against #23.
- Which to pick, Factuality: As of Oct 14, 2026, GPT-6.1 Sol leads Claude Sonnet 4.6 in Factuality at #29 against #34.
- Which to pick, Abstraction (ARC): As of Oct 14, 2026, GPT-6.1 Sol leads Claude Sonnet 4.6 in Abstraction (ARC) at #1 against #23.

As of Oct 14, 2026, Claude Sonnet 4.6 is a former state-of-the-art holder in Long context (since Mar 19, 2026; sources LMArena Text (style-controlled, longer query); methodology v1.0).

As of Oct 14, 2026, GPT-6.1 Sol is tied for state of the art in Vision (since Sep 30, 2026; sources GDP.pdf; methodology v1.0).