Benchmark

Descriptor examples with expected outputs.

Synthetic examples show expected merchant names, categories, confidence, and warnings.

Raw descriptorExpected outputConfidenceWarnings
SQ *JOES COFFEE 0421 TORONTOJoe's Coffee / Food and Drink0.72local merchant identity not verified
AMZN MKTP US*9A8B2 SEATTLE WAAmazon / Shopping0.94marketplace descriptor normalized
APPLE.COM/BILL 866-712-7753 CAApple / Digital Services0.91recurring hint detected
PAYPAL *LOCALSHOP 4029357733Localshop / Uncategorized fallback0.58website and logo omitted