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Seed-2.0-Code (high) vs Step 3.7 Flash (high)

The average score is effectively tied at 6.9 vs 6.9. Step 3.7 Flash (high) has the lower benchmark cost at $1.207 vs $1.312. Step 3.7 Flash (high) is faster at 64.68s vs 127.79s, with pass rates of 71.2% vs 63.6%.

Last updated at: 2026-08-12

Rank
#123
Total Output Tokens
423,424
Response Time (avg)
127.79s
Total Cost
$1.312
Rank
#125
Total Output Tokens
1,032,395
Response Time (avg)
64.68s
Total Cost
$1.207
Recommended model Step 3.7 Flash (high)

It has the best score here (6.9), while responding about 2.0x faster than Seed-2.0-Code (high).

Detailed comparison

Metric Seed-2.0-Code Seed-2.0-Code high Release: 2026-08-12 Step 3.7 Flash Step 3.7 Flash high Release: 2026-05-29
Score 6.9 6.9
Rank #123 #125
Reliability 6.0 10.0
Consistency 7.0 8.0
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 71.2% 63.6%
Flaky tests 8 5
Total Runs 66 66
Cost per result 11.921 10.973
Total Cost $1.312 $1.207
Input Price $0.500 / 1M $0.200 / 1M
Output Price $3.000 / 1M $1.150 / 1M
Total Input Tokens 81,961 98,691
Output Tokens 7,187 1,032,395
Reasoning Tokens 416,237 0
Response Time (avg) 127.79s 64.68s
Response Time (max) 675.30s 364.99s
Response Time (total) 2811.27s 1423.01s
Parameters ~200B total (~20B 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.

#123 Seed-2.0-Code

high
Cost
$0.037
Time
183.6s
Tokens
12,388 tok

#125 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-Code 5.9 4.4 66.7% 2 266.74s 6,750 432 124,956
Step 3.7 Flash 4.0 6.0 22.2% 1 206.21s 6,057 327,340 0

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