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inclusionAI: Ring-2.6-1T vs Z.ai: GLM 5.1

Last updated at: 2026-05-22

Metric Ring-2.6-1T Ring-2.6-1T medium Release: 2026-05-10 GLM 5.1 GLM 5.1 none Release: 2026-04-07
Score 7.2 5.6
Rank #61 #113
Reliability 9.9 10.0
Consistency 8.7 8.1
Tests Correct
Attempt pass rate 66.7% 40.0%
Flaky tests 3 5
Total Runs 60 60
Cost per result 0.000 0.941
Total Cost $0.000 $0.057
Input Price $0.075 / 1M $0.980 / 1M
Output Price $0.625 / 1M $3.080 / 1M
Output Tokens 21,752 3,749
Reasoning Tokens 42,754 0
Response Time (avg) 61.29s 4.16s
Response Time (max) 304.19s 32.57s
Response Time (total) 1164.50s 83.23s

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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 5.1 4.0 6.3 25.0% 2 2.11s 305 0
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 5.1 4.3 9.5 0.0% 0 6.33s 519 0
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 5.1 2.8 2.1 33.3% 1 32.57s 2,129 0
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 5.1 10.0 10.0 100.0% 0 1.08s 204 0
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 5.1 2.9 7.2 11.1% 1 1.99s 24 0
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 5.1 5.0 10.0 0.0% 0 790ms 39 0
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 5.1 9.8 10.0 100.0% 0 1.58s 66 0
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 5.1 6.1 7.8 44.4% 1 1.48s 152 0
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 5.1 10.0 10.0 100.0% 0 10.68s 300 0
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 5.1 3.0 10.0 0.0% 0 2.34s 11 0

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