GPT-5.6 Luna (low) vs Qwen3.5-122B-A10B (medium)

Compared models

Recommended model GPT-5.6 Luna (low)

Its score stays close to the best score here (6.9 vs 7.0), while costing about 15.5x less than Qwen3.5-122B-A10B (medium).

Metric	GPT-5.6 Luna GPT-5.6 Luna low Release: 2026-07-09	Qwen3.5-122B-A10B Qwen3.5-122B-A10B medium Release: 2026-02-24

Metric	GPT-5.6 Luna GPT-5.6 Luna low Release: 2026-07-09	Qwen3.5-122B-A10B Qwen3.5-122B-A10B medium Release: 2026-02-24
Score	6.9	7.0
Rank	#165	#158
Reliability	10.0	10.0
Consistency	8.3	8.3
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	56.5%	71.0%
Flaky tests	5	5
Total Runs	69	69
Cost per result	2.428	9.196
Total Cost	$0.075	$1.152
Input Price	$0.200 / 1M	$0.260 / 1M
Output Price	$1.200 / 1M	$2.080 / 1M
Total Input Tokens	202,680	251,695
Output Tokens	9,230	49,415
Reasoning Tokens	18,771	472,775
Response Time (avg)	6.96s	66.96s
Response Time (max)	45.74s	519.30s
Response Time (total)	160.19s	1539.99s
Parameters	~400B total (~17B active)	122B total (10B active)
Availability	Closed	Open source

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

low

medium

Category:

Agentic	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.6 Luna	10.0	10.0	100.0%	0		45.74s	106,325	1,017	698
Qwen3.5-122B-A10B	6.1	3.1	66.7%	1		95.31s	126,915	1,721	32,950

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.6 Luna	8.3	10.0	75.0%	0		2.21s	606	186	722
Qwen3.5-122B-A10B	10.0	10.0	100.0%	0		9.75s	672	269	16,835

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.6 Luna	5.5	10.0	33.3%	0		4.61s	7,302	557	3,535
Qwen3.5-122B-A10B	6.0	7.2	55.6%	1		114.48s	7,630	8,057	82,578

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.6 Luna	2.8	1.6	33.3%	2		13.71s	73,147	6,401	2,716
Qwen3.5-122B-A10B	6.4	5.8	66.7%	1		313.55s	97,886	18,373	203,450

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.6 Luna	10.0	10.0	100.0%	0		2.14s	7,140	234	292
Qwen3.5-122B-A10B	10.0	10.0	100.0%	0		23.41s	7,782	270	16,558

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.6 Luna	2.9	7.2	11.1%	1		11.24s	732	72	7,564
Qwen3.5-122B-A10B	2.9	7.2	11.1%	1		74.43s	780	19,154	61,573

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.6 Luna	5.0	10.0	0.0%	0		2.25s	477	122	169
Qwen3.5-122B-A10B	3.4	2.2	33.3%	1		34.11s	344	66	7,592

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.6 Luna	8.5	6.8	83.3%	1		2.04s	660	93	259
Qwen3.5-122B-A10B	10.0	10.0	100.0%	0		9.88s	593	77	7,372

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.6 Luna	7.6	7.2	77.8%	1		3.59s	642	271	1,207
Qwen3.5-122B-A10B	10.0	10.0	100.0%	0		17.89s	696	284	27,575

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.6 Luna	10.0	10.0	100.0%	0		4.43s	5,454	250	177
Qwen3.5-122B-A10B	10.0	10.0	100.0%	0		4.60s	8,193	322	1,226

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.6 Luna	3.0	10.0	0.0%	0		4.86s	195	27	1,432
Qwen3.5-122B-A10B	3.0	10.0	0.0%	0		52.87s	204	822	15,066

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