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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 low Release: 2026-03-03 Ring-2.6-1T Ring-2.6-1T medium Release: 2026-05-10
Score 7.6 7.2
Rank #42 #61
Reliability 10.0 9.9
Consistency 10.0 8.7
Tests Correct
Attempt pass rate 65.0% 66.7%
Flaky tests 0 3
Total Runs 60 60
Cost per result 0.186 0.000
Total Cost $0.025 $0.000
Input Price $0.250 / 1M $0.075 / 1M
Output Price $1.500 / 1M $0.625 / 1M
Output Tokens 2,280 21,752
Reasoning Tokens 8,829 42,754
Response Time (avg) 3.01s 61.29s
Response Time (max) 11.91s 304.19s
Response Time (total) 60.27s 1164.50s

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Score vs Total Cost

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Score vs Response Time (avg)

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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 Flash Lite Preview 8.3 10.0 75.0% 0 2.12s 462 1,638
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
Gemini 3.1 Flash Lite Preview 6.8 10.0 50.0% 0 1.56s 654 723
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
Gemini 3.1 Flash Lite Preview 3.0 10.0 0.0% 0 11.91s 225 762
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
Gemini 3.1 Flash Lite Preview 10.0 10.0 100.0% 0 3.00s 291 696
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
Gemini 3.1 Flash Lite Preview 5.3 10.0 33.3% 0 2.36s 18 1,212
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
Gemini 3.1 Flash Lite Preview 4.0 10.0 0.0% 0 1.54s 69 384
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
Gemini 3.1 Flash Lite Preview 10.0 10.0 100.0% 0 1.49s 72 753
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
Gemini 3.1 Flash Lite Preview 10.0 10.0 100.0% 0 2.76s 243 1,248
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
Gemini 3.1 Flash Lite Preview 10.0 10.0 100.0% 0 9.54s 237 993
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
Gemini 3.1 Flash Lite Preview 3.0 10.0 0.0% 0 1.35s 9 420
Ring-2.6-1T 3.0 10.0 0.0% 0 113.91s 4,295 4,416

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