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Google: Gemini 3.1 Pro Preview vs MiniMax: MiniMax M2.7

Last updated at: 2026-03-18

Metric Gemini 3.1 Pro Preview Gemini 3.1 Pro Preview medium Release: 2026-02-19 MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18
Score 9.6 5.0
Rank #2 #64
Consistency 10.0 5.3
Tests Correct
Attempt pass rate 94.1% 49.0%
Flaky tests 0 10
Total Runs 51 51
Cost per result 3.257 2.398
Total Cost $0.522 $0.072
Input Price $2.000 / 1M $0.300 / 1M
Output Price $12.000 / 1M $1.200 / 1M
Output Tokens 1,527 4,517
Reasoning Tokens 36,341 47,612
Response Time (avg) 15.56s 27.32s
Response Time (max) 40.61s 117.04s
Response Time (total) 155.64s 437.10s

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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
MiniMax M2.7 7.9 6.3 83.3% 2 40.32s 3,010 17,716
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
MiniMax M2.7 4.7 1.6 66.7% 1 41.03s 369 4,480
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
MiniMax M2.7 6.3 5.8 66.7% 1 21.95s 187 5,882
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
MiniMax M2.7 3.0 10.0 0.0% 0 19.00s 8 2,796
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
MiniMax M2.7 3.9 2.5 33.3% 1 38.70s 92 5,204
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
MiniMax M2.7 3.7 1.8 50.0% 2 12.64s 213 2,457
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
MiniMax M2.7 3.8 4.5 33.3% 2 25.62s 334 8,076
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
MiniMax M2.7 4.7 1.6 66.7% 1 12.05s 304 1,001

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