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Laguna XS 2.1 vs Inkling

Laguna XS 2.1 leads on average score with 5.3 vs 5.2. Laguna XS 2.1 has the lower benchmark cost at $0.008 vs $0.142. Laguna XS 2.1 is faster at 1.55s vs 3.47s, with pass rates of 30.3% vs 28.8%.

Last updated at: 2026-08-15

Rank
#225
Total Output Tokens
13,377
Response Time (avg)
1.55s
Total Cost
$0.008
Rank
#231
Total Output Tokens
10,554
Response Time (avg)
3.47s
Total Cost
$0.142
Recommended model Laguna XS 2.1

It has the best score here (5.3), while costing about 19.9x less than Inkling.

Detailed comparison

Metric Laguna XS 2.1 Laguna XS 2.1 none Release: 2026-07-02 Free Available Inkling Inkling none Release: 2026-07-18
Score 5.3 5.2
Rank #225 #231
Reliability 10.0 10.0
Consistency 9.0 9.6
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 30.3% 28.8%
Flaky tests 3 1
Total Runs 66 66
Cost per result 0.143 2.448
Total Cost $0.008 $0.142
Input Price $0.060 / 1M $0.950 / 1M
Output Price $0.120 / 1M $4.050 / 1M
Total Input Tokens 91,607 104,120
Output Tokens 13,377 10,554
Reasoning Tokens 0 0
Response Time (avg) 1.55s 3.47s
Response Time (max) 19.02s 48.02s
Response Time (total) 34.01s 76.28s
Parameters 33B total (3B active) 975B total (41B active)
Availability Weights available Open source

Model generation showcase

Hamster playing table tennis

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

#225 Laguna XS 2.1

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

#231 Thinking Machines: Inkling

none
Provider returned error
Cost
$0.000
Time
5.3s
Tokens
0 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 4.5 10.0 0.0% 0 1.01s 7,356 436 0

Quick Compare

Switch Comparison Pair

Nemotron 3.5 LightningmediumFree AvailablevsInklingnoneMistral Small 4mediumvsInklingnoneKAT-Coder-Air V2.5lowvsLaguna XS 2.1noneFree AvailableLaguna S 2.1highFree AvailablevsInklingnoneNemotron 3.5 LightningmediumFree AvailablevsLaguna XS 2.1noneFree AvailableMistral Small 4mediumvsLaguna XS 2.1noneFree AvailableMiniMax M2.7mediumvsInklingnoneKAT-Coder-Air V2.5lowvsInklingnoneLaguna S 2.1mediumFree AvailablevsInklingnoneLaguna S 2.1lowFree AvailablevsInklingnoneNemotron 3.5 LightninghighFree AvailablevsLaguna XS 2.1noneFree AvailableKAT-Coder-Air V2.5mediumvsLaguna XS 2.1noneFree Available