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Seed-2.0-Code vs Inkling Small

Inkling Small leads on average score with 5.3 vs 5.3. Inkling Small has the lower benchmark cost at $0.054 vs $0.151. Inkling Small is faster at 1.51s vs 14.67s, with pass rates of 34.9% vs 24.2%.

Last updated at: 2026-08-12

Rank
#219
Total Output Tokens
23,432
Response Time (avg)
14.67s
Total Cost
$0.151
Rank
#214
Total Output Tokens
8,770
Response Time (avg)
1.51s
Total Cost
$0.054
Recommended model Inkling Small

It has the best score here (5.3), while costing about 2.8x less than Seed-2.0-Code.

Detailed comparison

Metric Seed-2.0-Code Seed-2.0-Code none Release: 2026-08-12 Inkling Small Inkling Small none Release: 2026-08-01
Score 5.3 5.3
Rank #219 #214
Reliability 6.7 10.0
Consistency 8.1 9.6
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 34.9% 24.2%
Flaky tests 5 1
Total Runs 66 66
Cost per result 2.503 1.158
Total Cost $0.151 $0.054
Input Price $0.500 / 1M $0.450 / 1M
Output Price $3.000 / 1M $1.200 / 1M
Total Input Tokens 159,740 94,724
Output Tokens 23,432 8,770
Reasoning Tokens 0 0
Response Time (avg) 14.67s 1.51s
Response Time (max) 132.84s 12.35s
Response Time (total) 322.75s 33.27s
Parameters ~200B total (~20B active) 276B total (12B active)
Availability Closed Closed

Model generation showcase

Hamster playing table tennis

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

#219 Seed-2.0-Code

none
Cost
$0.030
Time
140.6s
Tokens
9,924 tok

#214 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
Seed-2.0-Code 3.6 9.8 0.0% 0 13.42s 7,230 505 0
Inkling Small 3.6 10.0 0.0% 0 759ms 7,356 454 0

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