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Google: Gemini 3.1 Pro Preview vs Z.ai: GLM 5

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Last updated at : 2026-02-27 15:16

Summary

Metric Google: Gemini 3.1 Pro Preview medium Release: Unknown release date Z.ai: GLM 5 medium Release: Unknown release date
Rank #2 #9
Score 9.36 7.29
Consistency 10.00 8.18
Cost per result 2.443 1.196
Total Cost $0.318 $0.120
Tests Correct
Wrong Tests 1 4
Attempt pass rate 92.9% 83.3%
Flaky tests 0 3
Output Tokens 1,000 15,923
Reasoning Tokens 22,936 42,557

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
Google: Gemini 3.1 Pro Preview 10.00 10.00 100.0% 0 106 2,533
Z.ai: GLM 5 10.00 10.00 100.0% 0 420 4,992
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
Google: Gemini 3.1 Pro Preview 10.00 10.00 100.0% 0 292 3,164
Z.ai: GLM 5 5.00 5.62 83.3% 1 567 3,734
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
Google: Gemini 3.1 Pro Preview 7.00 10.00 66.7% 0 18 10,688
Z.ai: GLM 5 1.00 4.41 33.3% 2 14,404 24,570
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
Google: Gemini 3.1 Pro Preview 10.00 10.00 100.0% 0 72 2,436
Z.ai: GLM 5 9.50 9.99 100.0% 0 140 2,740
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
Google: Gemini 3.1 Pro Preview 10.00 10.00 100.0% 0 238 3,133
Z.ai: GLM 5 10.00 10.00 100.0% 0 159 5,527
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
Google: Gemini 3.1 Pro Preview 10.00 10.00 100.0% 0 274 982
Z.ai: GLM 5 10.00 10.00 100.0% 0 233 994

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