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North Mini Code (medium) vs Inkling Small (low)

The average score is effectively tied at 5.7 vs 5.7. North Mini Code (medium) has the lower benchmark cost at $0.000 vs $0.055. Inkling Small (low) is faster at 2.07s vs 141.99s, with pass rates of 43.9% vs 50.0%.

Last updated at: 2026-09-10

Compared models

Rank
#225
Total Output Tokens
1,764,791
Response Time (avg)
141.99s
Total Cost
$0.000
Rank
#228
Total Output Tokens
14,686
Response Time (avg)
2.07s
Total Cost
$0.055
Recommended model Inkling Small (low)

It has the best score here (5.7), while responding about 68.4x faster than North Mini Code (medium).

Detailed comparison

Metric North Mini Code North Mini Code medium Release: 2026-06-18 Free Available Inkling Small Inkling Small low Release: 2026-08-01
Score 5.7 5.7
Rank #225 #228
Reliability 8.5 10.0
Consistency 8.5 8.6
Attempts 58/66 66/66
Tests Correct
Attempt pass rate 43.9% 50.0%
Flaky tests 4 4
Total Runs 58 66
Cost per result 0.000 0.649
Total Cost $0.000 $0.055
Input Price $0.000 / 1M $0.450 / 1M
Output Price $0.000 / 1M $1.200 / 1M
Total Input Tokens 81,742 81,447
Output Tokens 423,884 2,715
Reasoning Tokens 1,340,907 11,971
Response Time (avg) 141.99s 2.07s
Response Time (max) 786.72s 5.82s
Response Time (total) 3123.87s 45.64s
Parameters 30B total (3B active) 276B total (12B active)
Availability Open source Closed

Model generation showcase

Hamster playing table tennis

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

#225 North Mini Code

medium
Cost
$0.000
Time
51.8s
Tokens
12,460 tok

#228 Thinking Machines: Inkling Small

low
Cost
$0.001
Time
5.9s
Tokens
759 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
North Mini Code 4.5 4.9 33.3% 2 320.43s 7,119 219,891 561,569
Inkling Small 4.6 5.0 33.3% 2 3.70s 7,374 375 4,332

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