Head-to-head comparison across 1benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
Composer 2.5
64
Laguna XS.2
45
Pick Composer 2.5 if you want the stronger benchmark profile. Laguna XS.2 only becomes the better choice if you want the cheaper token bill or you need the larger 256K context window.
Agentic
+39.2 difference
Composer 2.5
Laguna XS.2
$0.5 / $2.5
$0.1 / $0.2
N/A
N/A
N/A
N/A
200K
256K
Pick Composer 2.5 if you want the stronger benchmark profile. Laguna XS.2 only becomes the better choice if you want the cheaper token bill or you need the larger 256K context window.
Composer 2.5 is clearly ahead on the provisional aggregate, 64 to 45. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Composer 2.5's sharpest advantage is in agentic, where it averages 69.3 against 30.1. The single biggest benchmark swing on the page is Terminal-Bench 2.0, 69.3% to 30.1%.
Composer 2.5 is also the more expensive model on tokens at $0.50 input / $2.50 output per 1M tokens, versus $0.10 input / $0.20 output per 1M tokens for Laguna XS.2. That is roughly 12.5x on output cost alone. Laguna XS.2 gives you the larger context window at 256K, compared with 200K for Composer 2.5.
Composer 2.5 is ahead on BenchLM's provisional leaderboard, 64 to 45. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 69.3% and 30.1%.
Composer 2.5 has the edge for agentic tasks in this comparison, averaging 69.3 versus 30.1. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
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