Daza Matrix | AI Supplement Formula Design Tool & R&D Engine

Hi Product Hunt! I’m the founder of Daza Matrix, based in Qingdao. For years, the supplement industry has relied on "marketing hype" or manual literature reviews that take months or even longer. Even worse, while generic LLMs can generate formulas in seconds, they suffer from three fatal flaws that make them unusable for professional R&D: Hallucinations, Mediocrity, and Randomness. We built Daza Matrix to bridge the gap between AI speed and medical-grade precision. By integrating CNN + NLP + DS-NLP + LLMs, we’ve created an engine that is 1500x to 4000x more efficient than standard biomedical NLP or manual processing, fully grounded in the entirety of PubMed’s medical literature (35M+ records). The Problem: Why you can't trust pure LLMs for R&D Hallucination (Fact-check Gap): LLMs prioritize "language generation" over "fact verification." Example: If you ask a standard AI for a Gastric Ulcer formula, it often suggests Slippery Elm (Ulmus rubra). However, a rigorous PubMed search reveals zero solid evidence linking it to gastric ulcer healing. It’s a hallucination born from "common sense" training data, not rigorous science. Mediocrity (The Probability Trap): LLMs output the most "statistically probable" answer within a limited knowledge scope. They tend to suggest generic, average ingredients rather than performing a global traversal of 2M+ species to find the most potent, specific synergistic ingredients. Randomness (Stochasticity): To avoid overfitting, LLMs introduce randomness. This means for the exact same health goal, you get inconsistent results—a nightmare for professional formulation standards. The Daza Matrix Advantage: Global Vision: Screening 2M+ global species and 100k+ supplements—far beyond the restricted vision of Large Language Models. Eliminating Hallucinations: Our proprietary pipeline ensures every output is an evidence-based fact, not a statistical guess. Proven Reliability: We are already providing R&D services to leading institutions, including CR 999 (leading pharma), Fudan University, Aland Nutraceuticals, and the Chinese Academy of Tropical Agricultural Sciences. Whether you are a professional supplement formulator, nutritionist, health manager, a dietary supplement or pharmaceutical company, or a health-conscious individual, Daza Matrix is your most valuable scientific, efficient and user-friendly tool for designing formulas for any disease or health goal and finding the most effective natural species and supplements.