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Kimi K2.5 vs Muse Spark

Head-to-head comparison across 5benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.

Kimi K2.5

64

VS

Muse Spark

82

3 categoriesvs2 categories

Verified leaderboard positions: Kimi K2.5 #13 · Muse Spark unranked

Pick Muse Spark if you want the stronger benchmark profile. Kimi K2.5 only becomes the better choice if reasoning is the priority or you would rather avoid the extra latency and token burn of a reasoning model.

Category Radar

Head-to-Head by Category

Category Breakdown

Agentic

Muse Spark
54.6vs59

+4.4 difference

Coding

Kimi K2.5
64.2vs61.7

+2.5 difference

Reasoning

Kimi K2.5
61vs42.5

+18.5 difference

Knowledge

Kimi K2.5
65.1vs50.4

+14.7 difference

Multimodal

Muse Spark
78.5vs82.2

+3.7 difference

Operational Comparison

Kimi K2.5

Muse Spark

Price (per 1M tokens)

$0.6 / $3

N/A

Speed

45 t/s

N/A

Latency (TTFT)

2.38s

N/A

Context Window

256K

262K

Quick Verdict

Pick Muse Spark if you want the stronger benchmark profile. Kimi K2.5 only becomes the better choice if reasoning is the priority or you would rather avoid the extra latency and token burn of a reasoning model.

Muse Spark is clearly ahead on the provisional aggregate, 82 to 64. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Muse Spark's sharpest advantage is in agentic, where it averages 59 against 54.6. The single biggest benchmark swing on the page is HLE, 30.1% to 50.4%. Kimi K2.5 does hit back in reasoning, so the answer changes if that is the part of the workload you care about most.

Muse Spark is the reasoning model in the pair, while Kimi K2.5 is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. Muse Spark gives you the larger context window at 262K, compared with 256K for Kimi K2.5.

Benchmark Deep Dive

Frequently Asked Questions (6)

Which is better, Kimi K2.5 or Muse Spark?

Muse Spark is ahead on BenchLM's provisional leaderboard, 82 to 64. The biggest single separator in this matchup is HLE, where the scores are 30.1% and 50.4%.

Which is better for knowledge tasks, Kimi K2.5 or Muse Spark?

Kimi K2.5 has the edge for knowledge tasks in this comparison, averaging 65.1 versus 50.4. Inside this category, HLE is the benchmark that creates the most daylight between them.

Which is better for coding, Kimi K2.5 or Muse Spark?

Kimi K2.5 has the edge for coding in this comparison, averaging 64.2 versus 61.7. Inside this category, Terminal-Bench Hard is the benchmark that creates the most daylight between them.

Which is better for reasoning, Kimi K2.5 or Muse Spark?

Kimi K2.5 has the edge for reasoning in this comparison, averaging 61 versus 42.5. Inside this category, CritPt is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Kimi K2.5 or Muse Spark?

Muse Spark has the edge for agentic tasks in this comparison, averaging 59 versus 54.6. Inside this category, GDPval-AA is the benchmark that creates the most daylight between them.

Which is better for multimodal and grounded tasks, Kimi K2.5 or Muse Spark?

Muse Spark has the edge for multimodal and grounded tasks in this comparison, averaging 82.2 versus 78.5. Inside this category, AA-MMMU-Pro is the benchmark that creates the most daylight between them.

Self-host vs API cost

Estimates at 50,000 req/day · 1000 tokens/req average.

Kimi K2.5
API / mo$2,700
Self-host / mo$5,221
Break-even132M/day
Muse Spark
API / mo$0
Self-host / moN/A
Break-even
Proprietary model — self-hosting not applicable.
Model the full break-even

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Last updated: May 22, 2026

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