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Laguna XS 2.1 (medium) vs Beam 1.0 501B A23B (xhigh)

The average score is effectively tied at 6.4 vs 6.5. Laguna XS 2.1 (medium) has the lower benchmark cost at $0.083 vs $0.688. Beam 1.0 501B A23B (xhigh) is faster at 9.18s vs 48.97s, with pass rates of 46.4% vs 63.8%.

Last updated at: 2026-10-17

Compared models

Rank
#231
Total Output Tokens
514,966
Response Time (avg)
48.97s
Total Cost
$0.083
Rank
#226
Total Output Tokens
158,497
Response Time (avg)
9.18s
Total Cost
$0.688
Recommended model Laguna XS 2.1 (medium)

It has the best score here (6.4), while costing about 8.3x less than Beam 1.0 501B A23B (xhigh).

Detailed comparison

Metric Laguna XS 2.1 Laguna XS 2.1 medium Release: 2026-07-02 Free Available Beam 1.0 501B A23B Beam 1.0 501B A23B xhigh Release: 2026-10-17
Score 6.4 6.5
Rank #231 #226
Reliability 10.0 10.0
Consistency 9.0 8.3
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 46.4% 63.8%
Flaky tests 3 5
Total Runs 69 69
Cost per result 0.922 5.730
Total Cost $0.083 $0.688
Input Price $0.060 / 1M $1.000 / 1M
Output Price $0.120 / 1M $3.000 / 1M
Cache Read Price $0.030 / 1M $0.100 / 1M
Cache Write Price N/A N/A
Total Input Tokens 352,516 212,065
Output Tokens 33,786 4,428
Reasoning Tokens 504,506 154,069
Response Time (avg) 48.97s 9.18s
Response Time (max) 422.72s 44.64s
Response Time (total) 1126.35s 211.12s
Parameters 33B total (3B active) 501B total (23B active)
Availability Weights available Open source

Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.

Model generation showcase

Hamster playing table tennis

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

#231 Laguna XS 2.1

medium
Cost
$0.001
Time
30.6s
Tokens
4,678 tok

#226 Beam 1.0 501B A23B

xhigh
Cost
$0.009
Time
16.5s
Tokens
6,827 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

Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Laguna XS 2.1 5.5 10.0 33.3% 0 70.35s 7,995 23,767 83,258
Beam 1.0 501B A23B 10.0 10.0 100.0% 0 20.68s 7,801 585 46,192

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