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

Last updated at: 2026-05-22

Metric Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite medium Release: 2026-05-08 Ring-2.6-1T Ring-2.6-1T none Release: 2026-05-10
Score 7.7 7.2
Rank #35 #62
Reliability 10.0 9.8
Consistency 9.2 9.1
Tests Correct
Attempt pass rate 68.3% 62.5%
Flaky tests 2 2
Total Runs 60 60
Cost per result 0.500 0.000
Total Cost $0.065 $0.000
Input Price $0.250 / 1M $0.075 / 1M
Output Price $1.500 / 1M $0.625 / 1M
Output Tokens 2,248 39,954
Reasoning Tokens 35,390 0
Response Time (avg) 3.18s 55.10s
Response Time (max) 10.87s 143.82s
Response Time (total) 63.55s 881.55s

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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
Gemini 3.1 Flash Lite 9.1 10.0 75.0% 0 2.39s 604 4,201
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 6.8 10.0 50.0% 0 3.59s 453 6,068
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 10.0 10.0 100.0% 0 10.87s 327 7,401
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 10.0 10.0 100.0% 0 2.60s 279 2,845
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 2.9 7.2 11.1% 1 3.16s 15 5,165
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 10.0 10.0 100.0% 0 2.60s 84 1,142
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 9.9 10.0 100.0% 0 2.59s 75 3,320
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 7.6 7.2 77.8% 1 1.95s 165 2,450
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 10.0 10.0 100.0% 0 4.55s 234 921
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 3.0 10.0 0.0% 0 3.08s 12 1,877
Ring-2.6-1T 3.0 10.0 0.0% 0 133.60s 3,767 0

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