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Laguna XS.2 vs MiniMax M2.7

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

Laguna XS.2

32

VS

MiniMax M2.7

63

0 categoriesvs2 categories

Pick MiniMax M2.7 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

MiniMax M2.7
30.1vs57

+26.9 difference

Coding

MiniMax M2.7
53.3vs53.7

+0.4 difference

Operational Comparison

Laguna XS.2

MiniMax M2.7

Price (per 1M tokens)

$0 / $0

$0.3 / $1.2

Speed

N/A

45 t/s

Latency (TTFT)

N/A

2.53s

Context Window

131K

200K

Quick Verdict

Pick MiniMax M2.7 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.

MiniMax M2.7 is clearly ahead on the provisional aggregate, 63 to 32. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

MiniMax M2.7's sharpest advantage is in agentic, where it averages 57 against 30.1. The single biggest benchmark swing on the page is Terminal-Bench 2.0, 30.1% to 57%.

MiniMax M2.7 is also the more expensive model on tokens at $0.30 input / $1.20 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 MiniMax M2.7 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. MiniMax M2.7 gives you the larger context window at 200K, compared with 131K for Laguna XS.2.

Benchmark Deep Dive

Frequently Asked Questions (3)

Which is better, Laguna XS.2 or MiniMax M2.7?

MiniMax M2.7 is ahead on BenchLM's provisional leaderboard, 63 to 32. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 30.1% and 57%.

Which is better for coding, Laguna XS.2 or MiniMax M2.7?

MiniMax M2.7 has the edge for coding in this comparison, averaging 53.7 versus 53.3. Inside this category, SWE Multilingual is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Laguna XS.2 or MiniMax M2.7?

MiniMax M2.7 has the edge for agentic tasks in this comparison, averaging 57 versus 30.1. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.

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Last updated: April 28, 2026

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