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Google: Gemini 3.1 Pro Preview vs Z.ai: GLM 4.7 Flash

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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 4.7 Flash medium Release: Unknown release date
Rank #2 #31
Score 9.36 4.14
Consistency 10.00 6.42
Cost per result 2.443 0.227
Total Cost $0.318 $0.012
Tests Correct
Wrong Tests 1 9
Attempt pass rate 92.9% 52.4%
Flaky tests 0 6
Output Tokens 1,000 8,003
Reasoning Tokens 22,936 22,680

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 4.7 Flash 4.00 4.48 55.6% 2 1,085 5,597
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 4.7 Flash 10.00 10.00 100.0% 0 1,073 4,920
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 4.7 Flash 1.00 4.41 33.3% 2 4,499 4,743
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 4.7 Flash 5.00 5.81 66.7% 1 380 2,141
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 4.7 Flash 1.00 7.20 11.1% 1 742 4,265
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 4.7 Flash 10.00 10.00 100.0% 0 224 1,014

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