# Muse Spark 1.2 vs Qwen3 VL 235B A22b Thinking

As of Oct 15, 2026, Muse Spark 1.2 leads Qwen3 VL 235B A22b Thinking in 3 of 3 shared categories: General LLM, Reasoning, and Long context.

Muse Spark 1.2: $2.0000000000000004 per 1M blended tokens.

Qwen3 VL 235B A22b Thinking: price per 1M tokens is unset in the catalog.

Muse Spark 1.2: closed weights.

Qwen3 VL 235B A22b Thinking: open weights.

- Which to pick, General LLM: As of Oct 15, 2026, Muse Spark 1.2 leads Qwen3 VL 235B A22b Thinking in General LLM at #8 against #156.
- Which to pick, Reasoning: As of Oct 15, 2026, Muse Spark 1.2 leads Qwen3 VL 235B A22b Thinking in Reasoning at #11 against #154.
- Which to pick, Long context: As of Oct 15, 2026, Muse Spark 1.2 leads Qwen3 VL 235B A22b Thinking in Long context at #17 against #154.

As of Oct 15, 2026, Muse Spark 1.2 is a former state-of-the-art holder in General LLM (since Sep 11, 2026; sources LMArena Text (style-controlled, overall); methodology v1.0).

As of Oct 15, 2026, Qwen3 VL 235B A22b Thinking is ranked #154 in Reasoning (since Oct 15, 2026; sources LMArena Text (style-controlled, hard prompts); methodology v1.0).