AI Reverse Formula Design · Digital-Twin R&D Lab
XM7 is an AI reverse-formula design system (digital-twin R&D lab) for tea and new-style beverage brands: starting from commercial goals, it reverse-derives flavor structure and ingredient formulas, then auto-synthesizes, validates, and produces a sample-ready commercial plan. It moves F&B R&D from "blind trial-and-error" to "deterministic innovation."




XM7 Tea Intelligent Formula R&D Platform · R&D Flow Demo
Decompose the client's core needs into engineerable design principles, down to every line of implementation.
Not "guess sellability after the formula," but lock the commercial goal first, then reverse-derive the formula. R&D goes from chance to certainty.
From pricing, profit-tax, and sensory goals, reverse-derive flavor structure and ingredient formula, forming a closed loop: ingredient → formula → structure → pricing.
Use pricing space, cost ceiling, brand tone, and trend direction as R&D inputs, so every formula carries business constraints.
Market-trend fit and supply-chain feasibility are cross-validated early, ensuring market-fit and viable delivery.
Not another "formula calculator," but an AI reverse-formula design system — generating sample-ready, profitable plans directly from business goals.
Input pricing / profit-tax / sensory goals; reverse-generate flavor structure and ingredient mix.
Lock target price and cost ceiling (e.g. price 12 / cost cap 4) and solve within constraints.
Anchor category and tone (e.g. tea base / fruit aroma), turning abstract flavor into computable coordinates.
Auto-synthesize from flavor structure to a concrete, sample-ready formula.
Dual validation of market-trend fit and supply-chain feasibility, lowering launch risk.
Auto-produce a complete product-plan report (#XM7-9527), ready for review and sampling.
From business goals through profit-tax boundary, sensory coordinates, structure synthesis, formula decision, and dual validation, to a one-click sample-ready business plan.
Crystallize technical capability into quantifiable, reusable outcomes.
XM7 is not an analysis product but a generator of profitable plans — moving F&B R&D from "blind trial-and-error" to "deterministic innovation." The comparison below is illustrative, expressing the direction of value.
XM7 starts from commercial goals, reverse-derives formulas, and turns F&B R&D into a computable, verifiable, scalable profitable-plan generator.
Product content has been published based on internal materials. The following areas are planned for further development:
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