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Laguna XS 2.1 vs Inkling Small

The average score is effectively tied at 5.3 vs 5.3. Laguna XS 2.1 has the lower benchmark cost at $0.008 vs $0.054. Inkling Small is faster at 1.51s vs 1.55s, with pass rates of 30.3% vs 24.2%.

Last updated at: 2026-09-10

Compared models

Rank
#257
Total Output Tokens
13,377
Response Time (avg)
1.55s
Total Cost
$0.008
Rank
#256
Total Output Tokens
8,770
Response Time (avg)
1.51s
Total Cost
$0.054
Recommended model Laguna XS 2.1

It has the best score here (5.3), while costing about 7.5x less than Inkling Small.

Detailed comparison

Metric Laguna XS 2.1 Laguna XS 2.1 none Release: 2026-07-02 Free Available Inkling Small Inkling Small none Release: 2026-08-01
Score 5.3 5.3
Rank #257 #256
Reliability 10.0 10.0
Consistency 9.0 9.6
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 30.3% 24.2%
Flaky tests 3 1
Total Runs 66 66
Cost per result 0.143 1.158
Total Cost $0.008 $0.054
Input Price $0.060 / 1M $0.450 / 1M
Output Price $0.120 / 1M $1.200 / 1M
Total Input Tokens 91,607 94,733
Output Tokens 13,377 8,770
Reasoning Tokens 0 0
Response Time (avg) 1.55s 1.51s
Response Time (max) 19.02s 12.35s
Response Time (total) 34.01s 33.21s
Parameters 33B total (3B active) 276B total (12B active)
Availability Weights available Closed

Model generation showcase

Hamster playing table tennis

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

#257 Laguna XS 2.1

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

#256 Thinking Machines: Inkling Small

none
Cost
$0.008
Time
42.1s
Tokens
6,319 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 4.3 7.8 22.2% 1 623ms 7,995 562 0
Inkling Small 3.6 10.0 0.0% 0 759ms 7,356 454 0

Quick Compare

Switch Comparison Pair

Laguna S 2.1highFree AvailablevsInkling SmallnoneKAT-Coder-Air V2.5lowvsInkling SmallnoneKAT-Coder-Air V2.5lowvsLaguna XS 2.1noneFree AvailableLaguna S 2.1mediumFree AvailablevsInkling SmallnoneGranite 4.2 8BmediumvsLaguna XS 2.1noneFree AvailableGranite 4.2 8BmediumvsInkling SmallnoneNemotron 3.5 LightningmediumFree AvailablevsLaguna XS 2.1noneFree AvailableMistral Small 4mediumvsLaguna XS 2.1noneFree AvailableGranite 4.2 8BlowvsLaguna XS 2.1noneFree AvailableNemotron 3.5 LightningmediumFree AvailablevsInkling SmallnoneMistral Small 4mediumvsInkling SmallnoneGranite 4.2 8BlowvsInkling Smallnone