AI you can defend.
An applied-AI studio building defensible AI platforms for regulated work — where every answer arrives with the exact rule, regulation, or law behind it.
What we do, in plain terms.
We build AI tools that help professionals make decisions they can stand behind — and prove. When one of our platforms answers a question, it shows the rule it relied on and how it got there, so a person can check the work. Your information stays private, stays yours, and is never used to teach anyone's AI.
- ✕Gives a confident answer — with no source you can check.
- ✕Can make things up, and won't tell you when it has.
- ✕What you type may be kept — and used to train the model.
- ✕When an auditor or regulator asks "why?", there is no answer.
- ✕The same general model everyone else is using.
- ✓Gives an answer with the exact rule, regulation, or law behind it.
- ✓Shows its work, so a person can review and correct it.
- ✓Your data stays private — never used to train any model.
- ✓Built to be audited: the "why" is on the record.
- ✓Runs on methods we invented ourselves — not a repackaged chatbot.
Fig. B — the difference, side by side. Safe, secure, and defensible is the product.
Flagship platforms, live with customers.
Eight of 205 platforms in production — the rest live in the library. Working products shipping to real users in regulated work today. Each one answers a question a person actually asks.
BillXM
Line-by-line review of medical bills and revenue cycle — every overcharge pinned to the CMS rate, NCCI edit, or controlling rule behind it.
See it workQuarare
Turns case evidence into a defensible expert report — methodology disclosed up front, the way a court expects.
See it workVigilarx
Vendor and compliance screening used every day at Rice University — vet faster, defend each decision with the rule behind it.
See it workCClinic
Clinical-grade primary care, modernized — AI in the back office so clinicians focus on patients, with documentation that stands up to review.
See it workVainture
Commercialization and patentability evaluation — reasoning shown so investors and counsel can stress-test the call.
See it workMidarx
Measures the hidden markup on every FX trade against the interbank mid-market rate — and defends the number with a tamper-evident record.
See it workIntelarx
Assembles complex intelligence applications with every statutory requirement enforced — a multi-hour drafting task done in under a minute.
See it workVermerit
Residency applicant evaluation against an authority-grounded rubric — every score shipped with a written justification and an evidence pointer.
See it workFig. C — each platform is live and serving customers today. Visit any site to see the product in action.
Every answer comes with its proof.
Generic AI hands your team a confident answer — and no way to prove it's right. Our platforms make the call and back it, in four parts:
The answer.
A direct decision — coded, scored, or recommended — from a platform built for the job, not a chatbot guess.
The exact rule.
The statute, regulation, or ruling that governs the call — attached, traceable to source. Not "according to a model." The rule itself.
The work shown.
What the platform saw, considered, and ruled out — laid out so a reviewer can audit the reasoning, not just the conclusion.
The method disclosed.
How we got there, stated up front — so the result holds up to any auditor, regulator, court, or board.
Fig. D — the proof chain, in the order a reviewer will demand it.
Anyone can give your team an answer. We give you an answer that holds up — to the auditor, the regulator, and the court.
What does your team own?
205 AI platforms, live today — one for nearly every regulated decision your team owns. Try a sample in the library with no login.
Fig. E — 205 unique platforms; many serve more than one role, so counts overlap.
Enterprise-ready. Built on our own technology.
Your data stays your data
Enterprise AI on commercial terms — your data is never used to train models. Isolated by tenant, server-side-only access. Security program led by Dr. Marian Zaki; on the path to SOC 2 Type II and FedRAMP.
One decision, then the suite
Prove value on the single decision costing your team the most, then expand to the whole function. We sit beside your GRC, ServiceNow, or Salesforce stack — the AI layer that backs every call with the rule behind it.
The technology is our own.
We don't resell someone else's model with a new label on it. Every product runs on the same defensibility layer, built here — how an answer is tied to its source, how the work is made checkable, how your data is kept separate from everyone else's. That layer is covered by fourteen U.S. patent applications, which is why every platform on this page carries Pat. pend.
Land one decision. Own the function.
Don't take our word for it — watch one of our platforms back its answer with the rule behind it. Or tell us the one decision costing your team the most.