HEAD TO HEAD

Bge M3 vs Gemini 3.7 Flash vs Step 1

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

VALUE FOR MONEY

NOT ON THE CHART (NO PUBLIC API PRICE):Bge M3Step 1STILL IN THE TABLE BELOW. THE CHART ONLY PLOTS MODELS WITH A KNOWN PRICE PER 1M TOKENS.

Metric	Bge M3 x	Gemini 3.7 Flash x	Step 1 x
VIBE SCORE	5.5	7.2	7.4
VOICES	181	6,758	3,690
RANK	#304	#20	#11
CATEGORY	Text	Multimodal	Text
OPEN/CLOSED	CLOSED	CLOSED	CLOSED
PRICE IN (per 1M)	N/A	$0.75 / 1M	N/A
PRICE OUT (per 1M)	N/A	$3.75 / 1M	N/A
THE CROWD LOVES	Usually gives correct answers	Popular for coding help	Popular for coding help
THE CROWD GRUMBLES	Outages, errors, or limits get in the way	Sometimes makes things up	Sometimes makes things up

Fair fights only: chat and coding models compare with each other.

HEAD TO HEAD

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

NOT ON THE CHART (NO PUBLIC API PRICE):Bge M3Step 1STILL IN THE TABLE BELOW. THE CHART ONLY PLOTS MODELS WITH A KNOWN PRICE PER 1M TOKENS.

Metric	Bge M3 x	Gemini 3.7 Flash x	Step 1 x
VIBE SCORE	5.5	7.2	7.4
VOICES	181	6,758	3,690
RANK	#304	#20	#11
CATEGORY	Text	Multimodal	Text
OPEN/CLOSED	CLOSED	CLOSED	CLOSED
PRICE IN (per 1M)	N/A	$0.75 / 1M	N/A
PRICE OUT (per 1M)	N/A	$3.75 / 1M	N/A
THE CROWD LOVES	Usually gives correct answers	Popular for coding help	Popular for coding help
THE CROWD GRUMBLES	Outages, errors, or limits get in the way	Sometimes makes things up	Sometimes makes things up

Fair fights only: chat and coding models compare with each other.