Allergen scanner designer prioritizes safety over efficiency on missing data

A solo developer built an allergen scanner that treats empty product database entries as a reason to scrutinize harder, not as an all-clear. The app uses an LLM to read label text in multiple languages and flags potential allergens even when no data is found. The designer argues that building the safe failure mode first is critical for safety-adjacent features.