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inclusionAI: Ring-2.6-1T vs Z.ai: GLM 4.7 Flash

Last updated at: 2026-05-19

Metric Ring-2.6-1T Ring-2.6-1T medium Release: 2026-05-10 GLM 4.7 Flash GLM 4.7 Flash medium Release: 2026-01-19
Score 7.2 4.5
Rank #60 #143
Reliability 9.9 10.0
Consistency 8.7 6.5
Tests Correct
Attempt pass rate 66.7% 36.8%
Flaky tests 3 8
Total Runs 57 57
Cost per result 0.000 1.139
Total Cost $0.000 $0.046
Input Price $0.075 / 1M $0.060 / 1M
Output Price $0.625 / 1M $0.400 / 1M
Output Tokens 21,752 39,759
Reasoning Tokens 42,754 73,598
Response Time (avg) 61.29s 30.57s
Response Time (max) 304.19s 174.55s
Response Time (total) 1164.50s 366.78s

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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
Ring-2.6-1T 10.0 10.0 100.0% 0 42.21s 3,833 4,891
GLM 4.7 Flash 4.7 5.9 41.7% 2 14.95s 1,122 6,110
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 10.0 10.0 100.0% 0 59.65s 1,369 3,985
GLM 4.7 Flash 3.6 2.1 33.3% 1 21.26s 969 6,936
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 10.0 10.0 100.0% 0 304.19s 324 6,088
GLM 4.7 Flash 2.8 2.1 33.3% 1 65.57s 2,585 20,648
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 6.5 10.0 50.0% 0 37.36s 840 1,937
GLM 4.7 Flash 6.3 10.0 50.0% 0 1.51s 584 2,755
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 3.5 4.4 33.3% 2 64.92s 9,744 15,013
GLM 4.7 Flash 3.5 4.4 33.3% 2 174.55s 33,000 25,394
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 4.1 10.0 0.0% 0 58.26s 150 583
GLM 4.7 Flash 3.6 9.7 0.0% 0 18.14s 18 2,138
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 9.8 10.0 100.0% 0 11.78s 266 1,831
GLM 4.7 Flash 6.2 5.8 66.7% 1 2.97s 388 2,181
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 5.9 7.2 55.6% 1 20.73s 697 2,479
GLM 4.7 Flash 2.9 7.2 11.1% 1 12.90s 798 5,225
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 10.0 10.0 100.0% 0 104.44s 234 1,531
GLM 4.7 Flash 10.0 10.0 100.0% 0 15.95s 224 1,014
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 3.0 10.0 0.0% 0 113.91s 4,295 4,416
GLM 4.7 Flash 3.0 10.0 0.0% 0 11.13s 71 1,197

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