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Seed-2.0-Mini (medium) vs Step 3.7 Flash (high)

Seed-2.0-Mini (medium) leads on average score with 7.0 vs 6.8. Seed-2.0-Mini (medium) has the lower benchmark cost at $0.116 vs $1.229. Step 3.7 Flash (high) is faster at 70.10s vs 93.10s, with pass rates of 57.6% vs 60.6%.

Last updated at: 2026-08-29

Rank
#124
Total Output Tokens
258,322
Response Time (avg)
93.10s
Total Cost
$0.116
Rank
#131
Total Output Tokens
1,050,900
Response Time (avg)
70.10s
Total Cost
$1.229
Recommended model Seed-2.0-Mini (medium)

It has the best score here (7.0), while costing about 10.6x less than Step 3.7 Flash (high).

Detailed comparison

Metric Seed-2.0-Mini Seed-2.0-Mini medium Release: 2026-02-14 Step 3.7 Flash Step 3.7 Flash high Release: 2026-05-29
Score 7.0 6.8
Rank #124 #131
Reliability 8.7 10.0
Consistency 8.9 8.4
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 57.6% 60.6%
Flaky tests 3 4
Total Runs 66 66
Cost per result 1.054 11.167
Total Cost $0.116 $1.229
Input Price $0.100 / 1M $0.200 / 1M
Output Price $0.400 / 1M $1.150 / 1M
Total Input Tokens 125,704 98,700
Output Tokens 10,781 1,050,900
Reasoning Tokens 247,541 0
Response Time (avg) 93.10s 70.10s
Response Time (max) 301.78s 364.99s
Response Time (total) 1768.91s 1542.14s
Parameters ~50B total (~5B active) 198B total (11B active)
Availability Closed Open source

Model generation showcase

Hamster playing table tennis

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

#124 Seed-2.0-Mini

medium
Cost
$0.002
Time
161.7s
Tokens
4,379 tok

#131 Step 3.7 Flash

high
Cost
$0.007
Time
63.6s
Tokens
6,030 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-Mini 5.5 9.8 33.3% 0 220.48s 3,823 464 34,964
Step 3.7 Flash 4.0 6.0 22.2% 1 206.21s 6,057 327,340 0

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