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Google: Gemini 3.1 Pro Preview vs OpenAI: GPT-5.4

Last updated at: 2026-04-16

Metric Gemini 3.1 Pro Preview Gemini 3.1 Pro Preview medium Release: 2026-02-19 GPT-5.4 GPT-5.4 none Release: 2026-03-05
Score 9.6 5.9
Rank #2 #65
Consistency 10.0 9.1
Tests Correct
Attempt pass rate 94.4% 42.6%
Flaky tests 0 2
Total Runs 54 54
Cost per result 3.400 1.477
Total Cost $0.578 $0.104
Input Price $2.000 / 1M $2.500 / 1M
Output Price $12.000 / 1M $15.000 / 1M
Output Tokens 1,932 2,317
Reasoning Tokens 40,542 0
Response Time (avg) 15.96s 1.51s
Response Time (max) 40.61s 2.95s
Response Time (total) 175.52s 27.21s

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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
Gemini 3.1 Pro Preview 10.0 10.0 100.0% 0 7.90s 112 3,218
GPT-5.4 3.2 8.0 8.3% 1 1.21s 406 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemini 3.1 Pro Preview 10.0 10.0 100.0% 0 19.88s 405 4,201
GPT-5.4 10.0 10.0 100.0% 0 2.95s 480 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemini 3.1 Pro Preview 9.5 10.0 100.0% 0 40.61s 432 9,281
GPT-5.4 3.0 10.0 0.0% 0 2.89s 291 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemini 3.1 Pro Preview 10.0 10.0 100.0% 0 7.72s 279 3,904
GPT-5.4 10.0 10.0 100.0% 0 1.04s 222 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemini 3.1 Pro Preview 7.7 10.0 66.7% 0 32.73s 18 12,424
GPT-5.4 5.3 7.2 44.4% 1 1.07s 50 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemini 3.1 Pro Preview 10.0 10.0 100.0% 0 11.77s 108 1,179
GPT-5.4 4.4 9.9 0.0% 0 1.78s 184 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemini 3.1 Pro Preview 10.0 10.0 100.0% 0 9.56s 72 2,236
GPT-5.4 6.5 10.0 50.0% 0 1.07s 81 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemini 3.1 Pro Preview 10.0 10.0 100.0% 0 7.15s 232 3,117
GPT-5.4 5.6 9.8 33.3% 0 1.52s 357 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemini 3.1 Pro Preview 10.0 10.0 100.0% 0 23.15s 274 982
GPT-5.4 10.0 10.0 100.0% 0 2.75s 246 0

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