AI BENCHY Compare

inclusionAI: Ring-2.6-1T vs Qwen: Qwen3.5-9B

Summary

Ring-2.6-1T vs Qwen3.5-9B benchmark comparison: Ring-2.6-1T leads on average score with 4.8 vs 3.8. Ring-2.6-1T has the lower benchmark cost at $0.026 vs $0.036. Ring-2.6-1T is faster at 55.10s vs 82.24s, with pass rates of 47.6% vs 27.0%.

Recommended model: Ring-2.6-1T - It has the strongest score in this comparison (4.8) and the best overall balance of cost and response time across all 2 models.

Last updated at: 2026-06-12

Metric	Ring-2.6-1T Ring-2.6-1T none Release: 2026-05-10	Qwen3.5-9B Qwen3.5-9B medium Release: 2026-03-02

Metric	Ring-2.6-1T Ring-2.6-1T none Release: 2026-05-10	Qwen3.5-9B Qwen3.5-9B medium Release: 2026-03-02
Score	4.8	3.8
Rank	#148	#164
Reliability	10.0	6.7
Consistency	9.3	8.0
Tests Correct
Attempt pass rate	47.6%	27.0%
Flaky tests	2	5
Total Runs	63	63
Cost per result	0.000	1.187
Total Cost	$0.026	$0.036
Input Price	$0.075 / 1M	$0.100 / 1M
Output Price	$0.625 / 1M	$0.150 / 1M
Total Input Tokens	7,599	17,070
Output Tokens	39,954	29,045
Reasoning Tokens	0	209,516
Response Time (avg)	55.10s	82.24s
Response Time (max)	143.82s	226.38s
Response Time (total)	881.55s	1315.88s

Generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#148 Ring-2.6-1T

none

No showcase result has been generated for this model yet.

Cost: $0.000
Time: -
Tokens: 0 tok

#164 Qwen3.5-9B

medium

Cost: $0.001
Time: 35.9s
Tokens: 3,030 tok

Top Models by Score

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)	Input Tokens	Output Tokens	Reasoning Tokens
Ring-2.6-1T	9.2	8.4	91.7%	1		43.33s	810	5,575	0
Qwen3.5-9B	5.1	5.8	50.0%	2		34.44s	369	2,621	12,411

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ring-2.6-1T	5.3	10.0	33.3%	0		143.82s	834	5,036	0
Qwen3.5-9B	2.9	10.0	0.0%	0		100.88s	2,396	7,890	41,129

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ring-2.6-1T	3.0	10.0	0.0%	0		0ms	0	0	0
Qwen3.5-9B	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
Ring-2.6-1T	3.0	10.0	0.0%	0		45.87s	2,712	1,529	0
Qwen3.5-9B	3.6	5.6	33.3%	1		87.31s	4,722	1,383	32,113

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ring-2.6-1T	5.3	7.2	44.4%	1		73.40s	873	17,728	0
Qwen3.5-9B	3.6	7.2	22.2%	1		137.75s	295	11,549	48,475

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ring-2.6-1T	4.3	10.0	0.0%	0		15.63s	561	846	0
Qwen3.5-9B	2.8	1.6	33.3%	1		226.38s	180	0	30,695

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ring-2.6-1T	9.8	10.0	100.0%	0		27.36s	774	2,004	0
Qwen3.5-9B	6.5	10.0	50.0%	0		5.75s	381	491	1,824

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ring-2.6-1T	7.7	10.0	66.7%	0		31.47s	792	3,469	0
Qwen3.5-9B	3.0	10.0	0.0%	0		32.27s	376	1,593	12,026

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ring-2.6-1T	3.0	10.0	0.0%	0		0ms	0	0	0
Qwen3.5-9B	10.0	10.0	100.0%	0		4.31s	8,283	444	1,149

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ring-2.6-1T	3.0	10.0	0.0%	0		133.60s	243	3,767	0
Qwen3.5-9B	3.0	10.0	0.0%	0		177.02s	68	3,074	29,694

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