This product was not featured by Product Hunt yet. It will not yet shown by default on their landing page.
Product upvotes vs the next 3
Waiting for data. Loading
Product comments vs the next 3
Waiting for data. Loading
Product upvote speed vs the next 3
Waiting for data. Loading
Product upvotes and comments
Waiting for data. Loading
Product vs the next 3
Loading
Daza Matrix
AI Supplement Formula Design Tool & R&D Engine
For any disease or health goal, Daza Matrix can screen out the most effective species and supplements from 2M+ species and 100k+ supplements worldwide. It builds a custom Formula Pool and generates formulas. Three Core Advantages: 1. World’s only AI Supplement Formula Design System fully based on PubMed. 2. Our CNN + NLP + DS-NLP + LLM integration solves the 3 fatal flaws of pure LLMs: hallucinations, randomness and mediocre generic outputs. 3. 1500x more efficient than standard biomedical NLP.
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.
About Daza Matrix on Product Hunt
“AI Supplement Formula Design Tool & R&D Engine”
Daza Matrix was submitted on Product Hunt and earned 1 upvotes and 1 comments, placing #500 on the daily leaderboard. For any disease or health goal, Daza Matrix can screen out the most effective species and supplements from 2M+ species and 100k+ supplements worldwide. It builds a custom Formula Pool and generates formulas. Three Core Advantages: 1. World’s only AI Supplement Formula Design System fully based on PubMed. 2. Our CNN + NLP + DS-NLP + LLM integration solves the 3 fatal flaws of pure LLMs: hallucinations, randomness and mediocre generic outputs. 3. 1500x more efficient than standard biomedical NLP.
On the analytics side, Daza Matrix competes within Health & Fitness, SaaS and Artificial Intelligence — topics that collectively have 590.2k followers on Product Hunt. The dashboard above tracks how Daza Matrix performed against the three products that launched closest to it on the same day.
Who hunted Daza Matrix?
Daza Matrix was hunted by Great Whale. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of Daza Matrix including community comment highlights and product details, visit the product overview.
Great Whale