Navigate
Advertise here

Seed-2.0-Code vs Gemini 2.5 Flash

The average score is effectively tied at 5.4 vs 5.5. Gemini 2.5 Flash has the lower benchmark cost at $0.017 vs $0.257. Gemini 2.5 Flash is faster at 6.00s vs 17.51s, with pass rates of 37.7% vs 37.7%.

Last updated at: 2026-10-15

Compared models

Rank
#301
Total Output Tokens
32,069
Response Time (avg)
17.51s
Total Cost
$0.257
Rank
#297
Total Output Tokens
1,890
Response Time (avg)
6.00s
Total Cost
$0.017
Recommended model Gemini 2.5 Flash

It has the best score here (5.5), while costing about 15.3x less than Seed-2.0-Code.

Detailed comparison

Metric Seed-2.0-Code Seed-2.0-Code none Release: 2026-08-12 Gemini 2.5 Flash Gemini 2.5 Flash none Release: 2025-06-17
Score 5.4 5.5
Rank #301 #297
Reliability 9.0 10.0
Consistency 7.9 9.6
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 37.7% 37.7%
Flaky tests 6 1
Total Runs 69 69
Cost per result 4.268 0.209
Total Cost $0.257 $0.017
Input Price $0.500 / 1M $0.300 / 1M
Output Price $3.000 / 1M $2.500 / 1M
Cache Read Price N/A $0.030 / 1M
Cache Write Price N/A $0.084 / 1M
Total Input Tokens 319,668 39,886
Output Tokens 32,069 1,890
Reasoning Tokens 0 0
Response Time (avg) 17.51s 6.00s
Response Time (max) 132.84s 118.00s
Response Time (total) 402.66s 138.04s
Parameters ~200B total (~20B active) ~350B total (~20B active)
Availability Closed Closed

Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.

Model generation showcase

Hamster playing table tennis

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

#301 Seed-2.0-Code

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

#297 Gemini 2.5 Flash

none
Invalid SVG
Cost
$0.164
Time
215.5s
Tokens
65,659 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
Gemini 2.5 Flash 5.5 10.0 33.3% 0 736ms 8,122 483 0

Switch Comparison Pair