This product was not featured by Product Hunt yet.
It will not be visible on their landing page and won't be ranked (cannot win product of the day regardless of upvotes).

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

MayonRX

pharmacology

MayonRx is a deterministic Clinical Decision Support System (CDSS) powered by the Mayon-Net neurosymbolic architecture. It analyzes 15+ concurrent medications in under 15ms with a 0.0% hallucination rate—replacing probabilistic black-box LLMs with mathematically grounded, auditable clinical pharmacology.

Top comment

Hi Product Hunt! 👋 The biggest issue with deploying LLMs in healthcare is non-determinism: high-stakes clinical pharmacology leaves zero margin for hallucinations or "probabilistic best guesses." We built MayonRx using a neurosymbolic engine (Mayon-Net) to eliminate that risk entirely. By grounding inference in FDA SPL monographs and RxNorm ontologies, the system performs complex polypharmacy evaluations across 15+ concurrent drugs in under 15 milliseconds—with a 0.0% hallucination rate. We’d love for the PH community to check out our live validation suite and share feedback on our architecture, latency benchmarks, and UI. We’re hanging out in the comments all day to answer your questions!

About MayonRX on Product Hunt

pharmacology

MayonRX was submitted on Product Hunt and earned 1 upvotes and 1 comments, placing #158 on the daily leaderboard. MayonRx is a deterministic Clinical Decision Support System (CDSS) powered by the Mayon-Net neurosymbolic architecture. It analyzes 15+ concurrent medications in under 15ms with a 0.0% hallucination rate—replacing probabilistic black-box LLMs with mathematically grounded, auditable clinical pharmacology.

On the analytics side, MayonRX competes within Medical and Health — topics that collectively have 10.4k followers on Product Hunt. The dashboard above tracks how MayonRX performed against the three products that launched closest to it on the same day.

Who hunted MayonRX?

MayonRX was hunted by BALAVIGNESH. 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 MayonRX including community comment highlights and product details, visit the product overview.