Generic apps force a choice: charmless generic descriptions, or literal names with no idea what you're ordering. Chow Down keeps the charm of the literal name and tells you what's actually in the bowl — through 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 — "wife cake" and "ants climbing a tree" are part of the charm, worth keeping. But without a gloss, a diner still can't tell what's actually arriving at the table.
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.
The shape of the system — not what's in it. Dictionary contents, pricing, and crawler sources stay private.