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Google: Gemma 4 31B vs OpenAI: GPT-5.2 Chat

Last updated at: 2026-04-02

Metric Gemma 4 31B Gemma 4 31B medium Release: 2026-04-02 GPT-5.2 Chat GPT-5.2 Chat none Release: 2025-12-11
Score 8.6 7.8
Rank #5 #29
Consistency 9.6 8.6
Tests Correct
Attempt pass rate 80.4% 74.5%
Flaky tests 1 3
Total Runs 51 51
Cost per result 0.109 2.462
Total Cost $0.015 $0.271
Input Price $0.140 / 1M $1.750 / 1M
Output Price $0.400 / 1M $14.000 / 1M
Output Tokens 9,568 16,001
Reasoning Tokens 22,501 0
Response Time (avg) 21.81s 6.72s
Response Time (max) 68.92s 38.52s
Response Time (total) 327.16s 114.20s

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) Output Tokens Reasoning Tokens
Gemma 4 31B 10.0 10.0 100.0% 0 12.89s 962 2,046
GPT-5.2 Chat 8.7 7.9 91.7% 1 3.40s 1,807 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemma 4 31B 3.0 10.0 0.0% 0 0ms 0 0
GPT-5.2 Chat 10.0 10.0 100.0% 0 9.12s 1,243 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemma 4 31B 10.0 10.0 100.0% 0 21.11s 1,822 2,951
GPT-5.2 Chat 10.0 10.0 100.0% 0 3.05s 980 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemma 4 31B 7.7 10.0 66.7% 0 38.48s 4,349 8,985
GPT-5.2 Chat 5.3 10.0 33.3% 0 17.78s 7,810 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemma 4 31B 10.0 10.0 100.0% 0 9.57s 105 888
GPT-5.2 Chat 4.4 3.0 33.3% 1 3.20s 335 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemma 4 31B 10.0 10.0 100.0% 0 12.76s 533 2,035
GPT-5.2 Chat 7.5 6.1 83.3% 1 5.46s 1,528 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemma 4 31B 8.8 7.9 88.9% 1 27.63s 1,797 5,596
GPT-5.2 Chat 7.7 10.0 66.7% 0 4.42s 1,743 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemma 4 31B 3.0 10.0 0.0% 0 0ms 0 0
GPT-5.2 Chat 10.0 10.0 100.0% 0 4.68s 555 0

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