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Kimi K2.5 vs Laguna XS.2

Head-to-head comparison across 2benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.

Kimi K2.5

64

VS

Laguna XS.2

32

2 categoriesvs0 categories

Verified leaderboard positions: Kimi K2.5 #11 · Laguna XS.2 unranked

Pick Kimi K2.5 if you want the stronger benchmark profile. Laguna XS.2 only becomes the better choice if you want the cheaper token bill or you want the stronger reasoning-first profile.

Category Radar

Head-to-Head by Category

Category Breakdown

Agentic

Kimi K2.5
54.6vs30.1

+24.5 difference

Coding

Kimi K2.5
64.2vs53.3

+10.9 difference

Operational Comparison

Kimi K2.5

Laguna XS.2

Price (per 1M tokens)

$0.6 / $3

$0 / $0

Speed

45 t/s

N/A

Latency (TTFT)

2.38s

N/A

Context Window

256K

131K

Quick Verdict

Pick Kimi K2.5 if you want the stronger benchmark profile. Laguna XS.2 only becomes the better choice if you want the cheaper token bill or you want the stronger reasoning-first profile.

Kimi K2.5 is clearly ahead on the provisional aggregate, 64 to 32. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Kimi K2.5's sharpest advantage is in agentic, where it averages 54.6 against 30.1. The single biggest benchmark swing on the page is Terminal-Bench 2.0, 50.8% to 30.1%.

Kimi K2.5 is also the more expensive model on tokens at $0.60 input / $3.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Laguna XS.2. That is roughly Infinityx on output cost alone. Laguna XS.2 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. Kimi K2.5 gives you the larger context window at 256K, compared with 131K for Laguna XS.2.

Benchmark Deep Dive

Frequently Asked Questions (3)

Which is better, Kimi K2.5 or Laguna XS.2?

Kimi K2.5 is ahead on BenchLM's provisional leaderboard, 64 to 32. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 50.8% and 30.1%.

Which is better for coding, Kimi K2.5 or Laguna XS.2?

Kimi K2.5 has the edge for coding in this comparison, averaging 64.2 versus 53.3. Inside this category, SWE Multilingual is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Kimi K2.5 or Laguna XS.2?

Kimi K2.5 has the edge for agentic tasks in this comparison, averaging 54.6 versus 30.1. Inside this category, Terminal-Bench 2.0 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
Laguna XS.2
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: April 28, 2026

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