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

Last updated at: 2026-06-03

Metric Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite minimal Release: 2026-05-08 Ring-2.6-1T Ring-2.6-1T none Release: 2026-05-10
Score 6.7 6.4
Rank #80 #93
Reliability 10.0 10.0
Consistency 8.8 9.3
Tests Correct
Attempt pass rate 56.7% 50.0%
Flaky tests 3 2
Total Runs 60 60
Cost per result 0.123 0.000
Total Cost $0.013 $0.026
Input Price $0.250 / 1M $0.075 / 1M
Output Price $1.500 / 1M $0.625 / 1M
Total Input Tokens 33,968 7,599
Output Tokens 2,481 39,954
Reasoning Tokens 0 0
Response Time (avg) 1.37s 55.10s
Response Time (max) 4.49s 143.82s
Response Time (total) 27.32s 881.55s

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Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Gemini 3.1 Flash Lite 8.3 10.0 75.0% 0 1.10s 500 639 0
Ring-2.6-1T 9.2 8.4 91.7% 1 43.33s 810 5,575 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Gemini 3.1 Flash Lite 6.8 10.0 50.0% 0 951ms 5,121 660 0
Ring-2.6-1T 6.5 10.0 50.0% 0 143.82s 834 5,036 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Gemini 3.1 Flash Lite 3.0 10.0 0.0% 0 2.53s 12,870 357 0
Ring-2.6-1T 3.0 10.0 0.0% 0 0ms 0 0 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Gemini 3.1 Flash Lite 10.0 10.0 100.0% 0 1.04s 7,552 279 0
Ring-2.6-1T 3.0 10.0 0.0% 0 45.87s 2,712 1,529 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Gemini 3.1 Flash Lite 2.9 7.2 11.1% 1 1.02s 641 15 0
Ring-2.6-1T 5.3 7.2 44.4% 1 73.40s 873 17,728 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Gemini 3.1 Flash Lite 4.0 10.0 0.0% 0 791ms 490 63 0
Ring-2.6-1T 4.3 10.0 0.0% 0 15.63s 561 846 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Gemini 3.1 Flash Lite 10.0 10.0 100.0% 0 932ms 615 72 0
Ring-2.6-1T 9.8 10.0 100.0% 0 27.36s 774 2,004 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Gemini 3.1 Flash Lite 6.0 4.6 66.7% 2 2.15s 564 153 0
Ring-2.6-1T 7.7 10.0 66.7% 0 31.47s 792 3,469 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Gemini 3.1 Flash Lite 10.0 10.0 100.0% 0 3.51s 5,457 234 0
Ring-2.6-1T 3.0 10.0 0.0% 0 0ms 0 0 0
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Gemini 3.1 Flash Lite 3.0 10.0 0.0% 0 724ms 158 9 0
Ring-2.6-1T 3.0 10.0 0.0% 0 133.60s 243 3,767 0

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