Navigate
AI BENCHY
Advertise here

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

The average score is effectively tied at 6.9 vs 6.9. Seed-2.0-Code (medium) has the lower benchmark cost at $1.049 vs $1.207. Step 3.7 Flash (high) is faster at 64.68s vs 93.60s, with pass rates of 71.2% vs 63.6%.

Last updated at: 2026-08-12

Rank
#124
Total Output Tokens
336,696
Response Time (avg)
93.60s
Total Cost
$1.049
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 strongest score in this comparison (6.9) and the best overall balance of cost and response time across all 2 models.

Detailed comparison

Metric Seed-2.0-Code Seed-2.0-Code medium Release: 2026-08-12 Step 3.7 Flash Step 3.7 Flash high Release: 2026-05-29
Score 6.9 6.9
Rank #124 #125
Reliability 4.7 10.0
Consistency 6.7 8.0
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 71.2% 63.6%
Flaky tests 9 5
Total Runs 66 66
Cost per result 10.482 10.973
Total Cost $1.049 $1.207
Input Price $0.500 / 1M $0.200 / 1M
Output Price $3.000 / 1M $1.150 / 1M
Total Input Tokens 76,027 98,691
Output Tokens 7,268 1,032,395
Reasoning Tokens 329,428 0
Response Time (avg) 93.60s 64.68s
Response Time (max) 626.58s 364.99s
Response Time (total) 2059.27s 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.

#124 Seed-2.0-Code

medium
Cost
$0.026
Time
122.8s
Tokens
8,630 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 8.9 7.8 88.9% 1 89.94s 8,247 496 44,062
Step 3.7 Flash 4.0 6.0 22.2% 1 206.21s 6,057 327,340 0

Quick Compare

Switch Comparison Pair