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GLM-5.1 vs Laguna XS.2

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

GLM-5.1

83

VS

Laguna XS.2

32

2 categoriesvs0 categories

Verified leaderboard positions: GLM-5.1 #21 · Laguna XS.2 unranked

Pick GLM-5.1 if you want the stronger benchmark profile. Laguna XS.2 only becomes the better choice if you want the cheaper token bill.

Category Radar

Head-to-Head by Category

Category Breakdown

Agentic

GLM-5.1
65.3vs30.1

+35.2 difference

Coding

GLM-5.1
60.9vs53.3

+7.6 difference

Operational Comparison

GLM-5.1

Laguna XS.2

Price (per 1M tokens)

$1.4 / $4.4

$0 / $0

Speed

N/A

N/A

Latency (TTFT)

N/A

N/A

Context Window

203K

131K

Quick Verdict

Pick GLM-5.1 if you want the stronger benchmark profile. Laguna XS.2 only becomes the better choice if you want the cheaper token bill.

GLM-5.1 is clearly ahead on the provisional aggregate, 83 to 32. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

GLM-5.1's sharpest advantage is in agentic, where it averages 65.3 against 30.1. The single biggest benchmark swing on the page is Terminal-Bench 2.0, 63.5% to 30.1%.

GLM-5.1 is also the more expensive model on tokens at $1.40 input / $4.40 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. GLM-5.1 gives you the larger context window at 203K, compared with 131K for Laguna XS.2.

Benchmark Deep Dive

Frequently Asked Questions (3)

Which is better, GLM-5.1 or Laguna XS.2?

GLM-5.1 is ahead on BenchLM's provisional leaderboard, 83 to 32. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 63.5% and 30.1%.

Which is better for coding, GLM-5.1 or Laguna XS.2?

GLM-5.1 has the edge for coding in this comparison, averaging 60.9 versus 53.3. Inside this category, SWE-bench Pro is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, GLM-5.1 or Laguna XS.2?

GLM-5.1 has the edge for agentic tasks in this comparison, averaging 65.3 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.

GLM-5.1
API / mo$4,350
Self-host / mo$18,221
Break-even264M/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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