Grocery AI × Food Recall Alert Consumer App

killed: Photo-to-quote capability for custom cake orders is easily replicated by any competitor with access to multimodal AI APIs, and the market of artisan bakeries willing to pay for standalone software is too fragmented and price-sensitive to build a defensible business before point-of-sale platforms add similar functionality as a bundled feature.

killed: Event proposal generation for catering is a standard use case that ChatGPT handles adequately today at no cost, and every major catering management platform already includes proposal templates — leaving no addressable gap for a standalone product with no proprietary data foundation.

killed: A pre-event operations brief generator solves a micro-workflow problem that catering management software platforms already address natively, and the standalone functionality is too easily replicated with existing document automation tools to support a defensible product with no proprietary data foundation.