HEAD TO HEAD

Qwen3.8 27B vs Dots3 Note vs Uncensored vs Discovery

Community vibe score against API price per 1M tokens. Up and left wins: loved and cheap.

4 IS THE MAX. SWAP ONE OUT TO ADD ANOTHER.

VALUE FOR MONEY

NOT ON THE CHART (NO PUBLIC API PRICE):DiscoverySTILL IN THE TABLE BELOW. THE CHART ONLY PLOTS MODELS WITH A KNOWN PRICE PER 1M TOKENS.

Metric	Qwen3.8 27B x	Dots3 Note x	Uncensored x	Discovery x
VIBE SCORE	7.6	7.4	7.3	7.6
VOICES	13,878	2,634	2,173	9,479
RANK	#2	#12	#17	#3
CATEGORY	Multimodal	Multimodal	Text	Text
OPEN/CLOSED	OPEN WEIGHTS	OPEN WEIGHTS	OPEN WEIGHTS	OPEN WEIGHTS
PRICE IN (per 1M)	$0.42 / 1M	FREE	$0.20 / 1M	N/A
PRICE OUT (per 1M)	$3.00 / 1M	FREE	$0.90 / 1M	N/A
THE CROWD LOVES	Popular for coding help	Popular for coding help	People feel it is worth the money	Popular for coding help
THE CROWD GRUMBLES	Refuses or lectures more than people like	Refuses or lectures more than people like	Refuses or lectures more than people like	Outages, errors, or limits get in the way

HEAD TO HEAD

Community vibe score against API price per 1M tokens. Up and left wins: loved and cheap.

4 IS THE MAX. SWAP ONE OUT TO ADD ANOTHER.

NOT ON THE CHART (NO PUBLIC API PRICE):DiscoverySTILL IN THE TABLE BELOW. THE CHART ONLY PLOTS MODELS WITH A KNOWN PRICE PER 1M TOKENS.

Metric	Qwen3.8 27B x	Dots3 Note x	Uncensored x	Discovery x
VIBE SCORE	7.6	7.4	7.3	7.6
VOICES	13,878	2,634	2,173	9,479
RANK	#2	#12	#17	#3
CATEGORY	Multimodal	Multimodal	Text	Text
OPEN/CLOSED	OPEN WEIGHTS	OPEN WEIGHTS	OPEN WEIGHTS	OPEN WEIGHTS
PRICE IN (per 1M)	$0.42 / 1M	FREE	$0.20 / 1M	N/A
PRICE OUT (per 1M)	$3.00 / 1M	FREE	$0.90 / 1M	N/A
THE CROWD LOVES	Popular for coding help	Popular for coding help	People feel it is worth the money	Popular for coding help
THE CROWD GRUMBLES	Refuses or lectures more than people like	Refuses or lectures more than people like	Refuses or lectures more than people like	Outages, errors, or limits get in the way