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Poolside: Laguna XS 2.1 vs Z.ai: GLM 4.7 Flash

Summary

Laguna XS 2.1 vs GLM 4.7 Flash benchmark comparison: Laguna XS 2.1 leads on average score with 5.3 vs 4.3. Laguna XS 2.1 has the lower benchmark cost at $0.003 vs $0.054. Laguna XS 2.1 is faster at 722ms vs 35.10s, with pass rates of 31.8% vs 33.3%.

Recommended model: Laguna XS 2.1 - It has the best score here (5.3), while costing about 18.5x less than GLM 4.7 Flash.

Last updated at: 2026-07-02

Metric Laguna XS 2.1 Laguna XS 2.1 none Release: 2026-07-02 Free Available GLM 4.7 Flash GLM 4.7 Flash medium Release: 2026-01-19
Score 5.3 4.3
Rank #128 #162
Reliability 10.0 6.7
Consistency 9.0 6.8
Tests Correct
Attempt pass rate 31.8% 33.3%
Flaky tests 3 8
Total Runs 63 63
Cost per result 0.058 1.337
Total Cost $0.003 $0.054
Input Price $0.060 / 1M $0.060 / 1M
Output Price $0.120 / 1M $0.400 / 1M
Total Input Tokens 41,148 37,206
Output Tokens 3,451 43,754
Reasoning Tokens 0 89,079
Response Time (avg) 722ms 35.10s
Response Time (max) 2.30s 174.55s
Response Time (total) 15.17s 456.24s

Generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#128 Laguna XS 2.1

none
Cost
$0.001
Time
27.6s
Tokens
4,344 tok

#162 GLM 4.7 Flash

medium
Invalid SVG
Cost
$0.000
Time
186.2s
Tokens
12,112 tok

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Laguna XS 2.1 5.3 8.3 33.3% 1 755ms 774 1,015 0
GLM 4.7 Flash 4.7 5.9 41.7% 2 14.95s 555 1,122 6,110
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Laguna XS 2.1 4.3 7.8 22.2% 1 623ms 7,995 562 0
GLM 4.7 Flash 3.2 7.4 11.1% 1 55.33s 3,106 4,981 22,387
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Laguna XS 2.1 3.0 10.0 0.0% 0 1.76s 14,197 402 0
GLM 4.7 Flash 2.8 2.1 33.3% 1 65.57s 17,185 2,585 20,648
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Laguna XS 2.1 10.0 10.0 100.0% 0 768ms 7,734 240 0
GLM 4.7 Flash 6.3 10.0 50.0% 0 1.51s 7,107 584 2,755
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Laguna XS 2.1 5.3 10.0 33.3% 0 364ms 834 14 0
GLM 4.7 Flash 3.5 4.4 33.3% 2 174.55s 643 33,000 25,394
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Laguna XS 2.1 5.0 10.0 0.0% 0 529ms 537 128 0
GLM 4.7 Flash 3.6 9.7 0.0% 0 18.14s 318 18 2,138
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Laguna XS 2.1 3.8 5.8 33.3% 1 364ms 638 50 0
GLM 4.7 Flash 6.2 5.8 66.7% 1 2.97s 636 388 2,181
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Laguna XS 2.1 3.0 10.0 0.0% 0 1.01s 771 730 0
GLM 4.7 Flash 2.9 7.2 11.1% 1 12.93s 521 781 5,255
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Laguna XS 2.1 10.0 10.0 100.0% 0 1.36s 7,413 300 0
GLM 4.7 Flash 10.0 10.0 100.0% 0 15.95s 6,949 224 1,014
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Laguna XS 2.1 3.0 10.0 0.0% 0 254ms 255 10 0
GLM 4.7 Flash 3.0 10.0 0.0% 0 11.13s 186 71 1,197

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