Generic apps turn a Chinese menu into nonsense — literal names, wrong dialects, the same dish spelled a dozen ways. Chow Down is built around that problem: a normalization engine, a cross-dialect review system, and a dictionary that knows the difference between a region and a mistake.
It isn't one bug — it's three, stacked. Any one of them turns dinner into a guessing game.
Dish names are poetry, not descriptions. Translate them word-for-word and you get "wife cake" and "ants climbing a tree" — accurate to the characters, useless to a diner.
A Cantonese-rooted kitchen and a mainland one write the same dish differently. Flatten that to one "Mandarin" pass and half the menu reads wrong to the people who cook it.
Abbreviations, numbering noise, OCR truncations, regional variants — one dish arrives as a dozen strings. Match each one separately and the dictionary explodes.
The CN normalization engine is a data-driven layer of alias, word-order, and truncation rules. It collapses the ways a dish can be written back to one dictionary entry — without adding a new row for every spelling.
Translation quality moves through custom review software with a role-based, auditable workflow. Dishes route to the right native eye automatically.
Cantonese-family dishes route to the Cantonese reviewer automatically — the dictionary schema carries a reviewer role on every entry.
Some menus arrive with years of careful bilingual English; others are rough machine output. Chow Down reads how much help a menu actually needs and calibrates — a light polish here, a full rebuild there — instead of flattening every menu to one robotic standard.
A menu that already reads well keeps its voice. Chow Down fixes only genuine mistakes — it won't sand characterful English down into something generic.
Rough or machine-translated menus get the real work — names, grammar, consistency — turned into something a diner can actually order from.
Whatever the register, the dishes a diner could get wrong — ambiguous cuts, allergen-adjacent items — always get the strict, careful treatment.