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Google: Gemma 4 31B vs Ring 2.6 1t

Last updated at: 2026-05-10

Metric Gemma 4 31B Gemma 4 31B medium Release: 2026-04-02 Free Available Ring 2.6 1t Ring 2.6 1t medium Release: 2026-05-10 Free Available
Score 8.2 7.2
Rank #14 #55
Reliability 6.7 9.9
Consistency 9.6 8.7
Tests Correct
Attempt pass rate 77.2% 66.7%
Flaky tests 1 3
Total Runs 57 57
Cost per result 0.158 0.000
Total Cost $0.023 $0.000
Input Price $0.130 / 1M $0.000 / 1M
Output Price $0.380 / 1M $0.000 / 1M
Output Tokens 14,426 21,752
Reasoning Tokens 37,964 42,754
Response Time (avg) 28.72s 61.29s
Response Time (max) 90.14s 304.19s
Response Time (total) 488.27s 1164.50s

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
Ring 2.6 1t 10.0 10.0 100.0% 0 42.21s 3,833 4,891
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemma 4 31B 4.7 1.6 66.7% 1 70.97s 3,166 5,449
Ring 2.6 1t 10.0 10.0 100.0% 0 59.65s 1,369 3,985
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
Ring 2.6 1t 10.0 10.0 100.0% 0 304.19s 324 6,088
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
Ring 2.6 1t 6.5 10.0 50.0% 0 37.36s 840 1,937
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
Ring 2.6 1t 3.5 4.4 33.3% 2 64.92s 9,744 15,013
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
Ring 2.6 1t 4.1 10.0 0.0% 0 58.26s 150 583
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
Ring 2.6 1t 9.8 10.0 100.0% 0 11.78s 266 1,831
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemma 4 31B 9.9 10.0 100.0% 0 27.63s 1,797 5,596
Ring 2.6 1t 5.9 7.2 55.6% 1 20.73s 697 2,479
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
Ring 2.6 1t 10.0 10.0 100.0% 0 104.44s 234 1,531
Trivia 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 90.14s 1,692 10,014
Ring 2.6 1t 3.0 10.0 0.0% 0 113.91s 4,295 4,416

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