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Google: Gemini 3.1 Flash Lite Preview vs inclusionAI: Ring-2.6-1T

Last updated at: 2026-05-22

Metric Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview medium Release: 2026-03-03 Ring-2.6-1T Ring-2.6-1T none Release: 2026-05-10
Score 7.7 7.2
Rank #34 #62
Reliability 10.0 9.8
Consistency 10.0 9.1
Tests Correct
Attempt pass rate 65.0% 62.5%
Flaky tests 0 2
Total Runs 60 60
Cost per result 0.481 0.000
Total Cost $0.063 $0.000
Input Price $0.250 / 1M $0.075 / 1M
Output Price $1.500 / 1M $0.625 / 1M
Output Tokens 2,204 39,954
Reasoning Tokens 33,657 0
Response Time (avg) 3.68s 55.10s
Response Time (max) 14.93s 143.82s
Response Time (total) 73.60s 881.55s

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Score vs Total Cost

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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
Gemini 3.1 Flash Lite Preview 9.1 10.0 75.0% 0 2.33s 570 4,305
Ring-2.6-1T 9.2 8.4 91.7% 1 43.33s 5,575 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemini 3.1 Flash Lite Preview 6.8 10.0 50.0% 0 3.98s 455 5,510
Ring-2.6-1T 10.0 10.0 100.0% 0 143.82s 5,036 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemini 3.1 Flash Lite Preview 10.0 10.0 100.0% 0 14.93s 327 7,347
Ring-2.6-1T 0.0 0.0 0.0% 0 0ms 0 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemini 3.1 Flash Lite Preview 10.0 10.0 100.0% 0 2.29s 279 2,952
Ring-2.6-1T 3.0 10.0 0.0% 0 45.87s 1,529 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemini 3.1 Flash Lite Preview 3.0 10.0 0.0% 0 4.21s 18 5,325
Ring-2.6-1T 5.3 7.2 44.4% 1 73.40s 17,728 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemini 3.1 Flash Lite Preview 10.0 10.0 100.0% 0 3.16s 96 1,488
Ring-2.6-1T 4.3 10.0 0.0% 0 15.63s 846 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemini 3.1 Flash Lite Preview 10.0 10.0 100.0% 0 1.91s 72 2,121
Ring-2.6-1T 9.8 10.0 100.0% 0 27.36s 2,004 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemini 3.1 Flash Lite Preview 7.7 10.0 66.7% 0 3.58s 141 1,896
Ring-2.6-1T 7.7 10.0 66.7% 0 31.47s 3,469 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemini 3.1 Flash Lite Preview 10.0 10.0 100.0% 0 3.80s 234 912
Ring-2.6-1T 0.0 0.0 0.0% 0 0ms 0 0
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Gemini 3.1 Flash Lite Preview 3.0 10.0 0.0% 0 2.68s 12 1,801
Ring-2.6-1T 3.0 10.0 0.0% 0 133.60s 3,767 0

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