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OpenAI: GPT-5.4 Mini vs Z.ai: GLM 4.7 Flash

Last updated at: 2026-05-01

Metric GPT-5.4 Mini GPT-5.4 Mini none Release: 2026-03-17 GLM 4.7 Flash GLM 4.7 Flash medium Release: 2026-01-19
Score 5.1 4.6
Rank #117 #128
Reliability N/A N/A
Consistency 8.6 6.3
Tests Correct
Attempt pass rate 35.2% 38.9%
Flaky tests 3 8
Total Runs 54 54
Cost per result 0.630 1.126
Total Cost $0.032 $0.046
Input Price $0.750 / 1M $0.060 / 1M
Output Price $4.500 / 1M $0.400 / 1M
Output Tokens 2,418 39,688
Reasoning Tokens 0 72,401
Response Time (avg) 1.17s 32.33s
Response Time (max) 2.52s 174.55s
Response Time (total) 21.01s 355.65s

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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) Output Tokens Reasoning Tokens
GPT-5.4 Mini 3.1 8.1 8.3% 1 929ms 654 0
GLM 4.7 Flash 4.7 5.9 41.7% 2 14.95s 1,122 6,110
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
GPT-5.4 Mini 10.0 10.0 100.0% 0 1.19s 333 0
GLM 4.7 Flash 3.6 2.1 33.3% 1 21.26s 969 6,936
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
GPT-5.4 Mini 3.0 10.0 0.0% 0 2.52s 298 0
GLM 4.7 Flash 2.8 2.1 33.3% 1 65.57s 2,585 20,648
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
GPT-5.4 Mini 10.0 10.0 100.0% 0 1.30s 222 0
GLM 4.7 Flash 6.3 10.0 50.0% 0 1.51s 584 2,755
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
GPT-5.4 Mini 3.5 4.4 33.3% 2 937ms 88 0
GLM 4.7 Flash 3.5 4.4 33.3% 2 174.55s 33,000 25,394
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
GPT-5.4 Mini 4.8 10.0 0.0% 0 1.82s 174 0
GLM 4.7 Flash 3.6 9.7 0.0% 0 18.14s 18 2,138
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
GPT-5.4 Mini 6.3 10.0 50.0% 0 728ms 101 0
GLM 4.7 Flash 6.2 5.8 66.7% 1 2.97s 388 2,181
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
GPT-5.4 Mini 5.4 10.0 33.3% 0 860ms 293 0
GLM 4.7 Flash 2.9 7.2 11.1% 1 12.90s 798 5,225
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
GPT-5.4 Mini 3.0 10.0 0.0% 0 2.32s 255 0
GLM 4.7 Flash 10.0 10.0 100.0% 0 15.95s 224 1,014

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