PalateNova turns a one-sentence flavor request into a drink you can taste in under a minute — work that has required one of fewer than 600 master flavorists worldwide, up to 12 months, and $350,000 per flavor. Its generative AI, the peer-reviewed Flavor Diffusion architecture (NAACL 2025), compiles the request into an exact recipe, and a countertop studio pours it: 16 food-grade flavor bases plus sugar and acid, metered at 0.25-microliter precision. Today's generative AI produces text and images; PalateNova is the first system to carry a plain-language prompt through to a poured drink — refined in conversation over 3–5 tasting rounds. Behind it: 30,000+ proprietary chemical and sensory records — 97% chemical-combination, 80% sensory-prediction accuracy — one engine powering both the studio and a recipe-only cloud service. For the 85%+ of smaller brands shut out of professional flavor design, that puts a flavor lab on any counter.