GPT-5.2 (medium) vs Qwen3.8 27B (high)

Compared models

Rank: #64
Total Output Tokens: 71,252
Response Time (avg): 28.51s
Total Cost: $1.182

Rank: #65
Total Output Tokens: 656,635
Response Time (avg): 167.89s
Total Cost: ~$0.287

Recommended model Qwen3.8 27B (high)

It has the best score here (8.4), while costing about 4.1x less than GPT-5.2 (medium).

Detailed comparison

Metric	GPT-5.2 GPT-5.2 medium Release: 2025-12-11	Qwen3.8 27B Qwen3.8 27B high Release: 2026-08-14

Metric	GPT-5.2 GPT-5.2 medium Release: 2025-12-11	Qwen3.8 27B Qwen3.8 27B high Release: 2026-08-14
Score	8.4	8.4
Rank	#64	#65
Reliability	10.0	9.6
Consistency	8.5	9.2
Attempts	66/66	66/66
Tests Correct
Attempt pass rate	72.7%	77.3%
Flaky tests	4	2
Total Runs	66	66
Cost per result	8.438	~1.792
Total Cost	$1.182	~$0.287
Input Price	$1.750 / 1M	N/A
Output Price	$14.000 / 1M	N/A
Total Input Tokens	105,013	100,179
Output Tokens	9,914	904
Reasoning Tokens	61,338	655,731
Response Time (avg)	28.51s	167.89s
Response Time (max)	116.86s	640.85s
Response Time (total)	456.13s	3693.54s
Parameters	~1.2T total (~80B active)	27.3B
Availability	Closed	Weights available

Model generation showcase

Hamster playing table tennis

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

#64 GPT-5.2

medium

Cost: $0.047
Time: 49.2s
Tokens: 3,396 tok

#65 Qwen3.8 27B

high

Cost: ~$0.008
Time: 270.1s
Tokens: 18,963 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

Category:

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.2	6.5	8.0	58.3%	1		7.81s	606	567	2,002
Qwen3.8 27B	10.0	10.0	100.0%	0		8.10s	1,128	114	5,319

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.2	10.0	10.0	100.0%	0		22.73s	7,302	511	11,912
Qwen3.8 27B	8.1	7.0	88.9%	1		248.62s	8,235	346	143,335

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.2	10.0	10.0	100.0%	0		58.50s	82,056	7,304	14,693
Qwen3.8 27B	10.0	10.0	100.0%	0		185.57s	68,997	66	72,556

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.2	10.0	10.0	100.0%	0		3.15s	7,140	234	420
Qwen3.8 27B	10.0	10.0	100.0%	0		34.85s	9,675	123	10,320

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.2	5.9	7.2	55.6%	1		97.33s	482	42	26,812
Qwen3.8 27B	5.3	10.0	33.3%	0		526.74s	975	6	234,555

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.2	3.7	9.7	0.0%	0		4.32s	477	162	269
Qwen3.8 27B	5.0	10.0	0.0%	0		8.45s	630	63	1,191

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.2	9.9	10.0	100.0%	0		3.12s	660	94	614
Qwen3.8 27B	9.8	10.0	100.0%	0		8.24s	927	42	2,871

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.2	7.5	7.3	77.8%	1		5.80s	642	735	924
Qwen3.8 27B	7.6	7.2	77.8%	1		199.90s	1,038	120	138,427

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.2	4.7	1.6	66.7%	1		10.30s	5,453	239	469
Qwen3.8 27B	10.0	10.0	100.0%	0		5.62s	8,256	21	912

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.2	3.0	10.0	0.0%	0		28.18s	195	26	3,223
Qwen3.8 27B	3.0	10.0	0.0%	0		263.98s	318	3	46,245

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