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ByteDance Seed: Seed-2.0-Mini vs Z.ai: GLM 5.2

Summary

Seed-2.0-Mini vs GLM 5.2 benchmark comparison: Seed-2.0-Mini leads on average score with 7.4 vs 7.1. Seed-2.0-Mini has the lower benchmark cost at $0.044 vs $0.076. GLM 5.2 is faster at 6.34s vs 80.22s, with pass rates of 57.1% vs 60.3%.

Recommended model: GLM 5.2 - Its score stays close to the best score here (7.1 vs 7.4), while responding about 12.6x faster than Seed-2.0-Mini.

Last updated at: 2026-06-17

Metric Seed-2.0-Mini Seed-2.0-Mini medium Release: 2026-02-14 GLM 5.2 GLM 5.2 none Release: 2026-06-17
Score 7.4 7.1
Rank #50 #61
Reliability 6.7 9.9
Consistency 9.3 9.6
Tests Correct
Attempt pass rate 57.1% 60.3%
Flaky tests 2 1
Total Runs 63 63
Cost per result 0.397 0.628
Total Cost $0.044 $0.076
Input Price $0.100 / 1M $1.400 / 1M
Output Price $0.400 / 1M $4.400 / 1M
Total Input Tokens 41,904 38,671
Output Tokens 2,555 4,817
Reasoning Tokens 95,974 0
Response Time (avg) 80.22s 6.34s
Response Time (max) 262.83s 20.69s
Response Time (total) 1363.72s 133.19s

Generation showcase

Hamster playing table tennis

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

#50 Seed-2.0-Mini

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

#61 GLM 5.2

none
Invalid SVG
Cost
$0.033
Time
87.7s
Tokens
7,455 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

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Seed-2.0-Mini 6.6 10.0 50.0% 0 74.75s 791 360 9,520
GLM 5.2 8.3 10.0 75.0% 0 3.70s 567 313 0
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
GLM 5.2 3.7 9.5 0.0% 0 7.55s 7,263 1,958 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Seed-2.0-Mini 10.0 10.0 100.0% 0 262.83s 16,533 404 29,806
GLM 5.2 10.0 10.0 100.0% 0 20.69s 14,296 1,489 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Seed-2.0-Mini 10.0 10.0 100.0% 0 24.27s 8,568 246 2,743
GLM 5.2 10.0 10.0 100.0% 0 7.17s 7,113 204 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Seed-2.0-Mini 3.0 10.0 0.0% 0 0ms 0 0 0
GLM 5.2 5.3 10.0 33.3% 0 6.50s 696 27 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Seed-2.0-Mini 5.1 3.4 33.3% 1 36.65s 585 213 4,210
GLM 5.2 6.1 3.1 66.7% 1 4.42s 480 82 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Seed-2.0-Mini 10.0 10.0 100.0% 0 17.47s 840 69 2,050
GLM 5.2 9.8 10.0 100.0% 0 3.84s 642 66 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Seed-2.0-Mini 8.2 7.2 88.9% 1 31.79s 903 527 5,667
GLM 5.2 7.7 10.0 66.7% 0 3.31s 618 265 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Seed-2.0-Mini 10.0 10.0 100.0% 0 88.68s 9,585 222 5,235
GLM 5.2 10.0 10.0 100.0% 0 15.76s 6,807 400 0
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Seed-2.0-Mini 3.0 10.0 0.0% 0 56.76s 276 50 1,779
GLM 5.2 3.0 10.0 0.0% 0 3.41s 189 13 0

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