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Orinyx
The Hallucination Guard for Clinical AI
Orinyx sits between any clinical AI tool and the patient record and catches what the AI gets wrong, in real time, before the doctor signs. Our pilot verifies medication recommendations against FDA labeling, clinical pharmacology, and federal safety guidance.
Hey everyone, Lex here, founder of Orinyx.
I spent years in healthcare, first on the clinical side, then in health IT, and I kept watching the same thing happen: hospitals are putting AI in front of doctors faster than anyone can check whether the AI is right.
These tools hallucinate. One example that stuck with me: an AI recommended daily aspirin to prevent heart attacks and called it guideline-consistent. That guideline was reversed in 2022. Nobody caught it, and there was no record the AI ever said it.
Orinyx is the layer that catches that. It sits between any clinical AI tool and the patient record, checks what the AI recommends against approved clinical sources in real time before a doctor signs, and logs every check. We're starting with medication safety, where the risk is most concrete, and building out from there.
The part I care most about: verification only counts if it's independent. An AI vendor checking its own work has the same blind spots that caused the error. Orinyx makes no clinical AI of its own. That separation is the whole point.
We're pre-launch and in beta, backed by AWS Startups. If this is something you've run into or thought about, I'd really value your take. Follow here or join the waitlist and you'll see it the day we launch.
Thanks for taking a look.
Lex
About Orinyx on Product Hunt
“The Hallucination Guard for Clinical AI”
Orinyx was submitted on Product Hunt and earned 2 upvotes and 1 comments, placing #158 on the daily leaderboard. Orinyx sits between any clinical AI tool and the patient record and catches what the AI gets wrong, in real time, before the doctor signs. Our pilot verifies medication recommendations against FDA labeling, clinical pharmacology, and federal safety guidance.
On the analytics side, Orinyx competes within Artificial Intelligence, Medical and Security — topics that collectively have 482.2k followers on Product Hunt. The dashboard above tracks how Orinyx performed against the three products that launched closest to it on the same day.
Who hunted Orinyx?
Orinyx was hunted by Alexandria Hamilton. 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 Orinyx including community comment highlights and product details, visit the product overview.
Alexandria Hamilton