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DeepSeek: DeepSeek V3.2 vs Z.ai: GLM 4.7 Flash

Summary

DeepSeek V3.2 vs GLM 4.7 Flash benchmark comparison: DeepSeek V3.2 leads on average score with 5.3 vs 4.3. DeepSeek V3.2 has the lower benchmark cost at $0.017 vs $0.054. DeepSeek V3.2 is faster at 13.83s vs 35.10s, with pass rates of 39.7% vs 33.3%.

Recommended model: DeepSeek V3.2 - It has the best score here (5.3), while costing about 3.2x less than GLM 4.7 Flash.

Last updated at: 2026-06-12

Metric DeepSeek V3.2 DeepSeek V3.2 none Release: 2025-12-01 GLM 4.7 Flash GLM 4.7 Flash medium Release: 2026-01-19
Score 5.3 4.3
Rank #133 #159
Reliability 10.0 6.7
Consistency 7.6 6.8
Tests Correct
Attempt pass rate 39.7% 33.3%
Flaky tests 6 8
Total Runs 63 63
Cost per result 0.306 1.337
Total Cost $0.017 $0.054
Input Price $0.229 / 1M $0.060 / 1M
Output Price $0.344 / 1M $0.400 / 1M
Total Input Tokens 55,997 37,206
Output Tokens 11,165 43,754
Reasoning Tokens 0 89,079
Response Time (avg) 13.83s 35.10s
Response Time (max) 115.89s 174.55s
Response Time (total) 290.43s 456.24s

Generation showcase

Hamster playing table tennis

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

#133 DeepSeek V3.2

none
Cost
$0.002
Time
7.0s
Tokens
1,046 tok

#159 GLM 4.7 Flash

medium
Invalid SVG
Cost
$0.000
Time
186.2s
Tokens
12,112 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
DeepSeek V3.2 3.2 8.0 8.3% 1 9.35s 494 1,073 0
GLM 4.7 Flash 4.7 5.9 41.7% 2 14.95s 555 1,122 6,110
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V3.2 3.1 6.9 11.1% 1 14.54s 7,279 4,528 0
GLM 4.7 Flash 3.2 7.4 11.1% 1 55.33s 3,106 4,981 22,387
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V3.2 6.5 10.0 0.0% 0 115.89s 29,843 2,887 0
GLM 4.7 Flash 2.8 2.1 33.3% 1 65.57s 17,185 2,585 20,648
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V3.2 6.3 5.8 66.7% 1 9.42s 7,890 1,710 0
GLM 4.7 Flash 6.3 10.0 50.0% 0 1.51s 7,107 584 2,755
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V3.2 2.9 7.2 11.1% 1 4.17s 624 21 0
GLM 4.7 Flash 3.5 4.4 33.3% 2 174.55s 643 33,000 25,394
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V3.2 4.7 1.6 66.7% 1 9.32s 314 43 0
GLM 4.7 Flash 3.6 9.7 0.0% 0 18.14s 318 18 2,138
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V3.2 10.0 10.0 100.0% 0 1.52s 627 66 0
GLM 4.7 Flash 6.2 5.8 66.7% 1 2.97s 636 388 2,181
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V3.2 7.6 7.2 77.8% 1 6.91s 424 298 0
GLM 4.7 Flash 2.9 7.2 11.1% 1 12.93s 521 781 5,255
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V3.2 10.0 10.0 100.0% 0 11.85s 8,319 522 0
GLM 4.7 Flash 10.0 10.0 100.0% 0 15.95s 6,949 224 1,014
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V3.2 3.0 10.0 0.0% 0 17.23s 183 17 0
GLM 4.7 Flash 3.0 10.0 0.0% 0 11.13s 186 71 1,197

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