Independent adversarial validation for AI that has to be right, in medicine, finance, law, and the enterprise. Proven first on the FDA’s Class II pathway, because that’s the hardest test.
Pick a topic, or ask anything you’d ask an AI you have to trust.
The same validation core underneath, tuned per industry. Find what disagrees with the model, and prove when you found it.
An LLM that hallucinates a number from an earnings call doesn’t just embarrass an analyst; it moves money. The architecture validates AI-extracted claims against source transcripts and regulator filings (EDGAR-class sources), with every check signed, chained and auditable.
Felarity for finance ↗ICH Triage detects intracranial hemorrhage on head CT, offline, no PHI transmitted. FDA Pre-Submission accepted January 2026, Class II SaMD pathway. AI Governor adversarially validates clinical AI across 21 modalities.
ICH Triage → AI Governor →Cross-session contradiction detection catches the second deposition’s conflict with the first, with a chain of custody built for Daubert scrutiny.
roclarity ↗ Deposition console ↗Felarity is the Corporate AI OS: every answer cites its evidence from your own record, and when it doesn’t know, it says so.
Felarity ↗Caliper validates drug-safety claims against FAERS with regulatory-standard disproportionality math; Discovery pre-registers hypotheses before data access.
Discovery & Caliper ↗RocSite, Inc. builds AI validation & governance infrastructure for healthcare, finance, legal and the enterprise, with pre-registered methodology and null-result transparency. Proven first on FDA-track pathways. Published research.
FDA Pre-Submission accepted, January 2026, for ICH Triage (Class II SaMD).
See ICH Triage →Pre-registered medical AI safety research, published with null-result transparency.
Read the study →Independent adversarial validation. AI outputs are compared against established, domain-appropriate ground truth (peer-reviewed clinical instruments, regulator filings, the sworn record), with cryptographic attestation of every comparison. The point is to disprove the model on cases that matter, not to celebrate it on cases that don’t.
Proven on the FDA track. We proved the method where the bar is highest. ICH Triage is an offline AI device for detecting intracranial hemorrhage in head CT scans. It runs on hospital infrastructure with no PHI transmitted. FDA Pre-Submission was accepted in January 2026 on the Class II SaMD pathway.
Peer-reviewable methodology. The sepsis falsification study (286,510 ICU patients across MIMIC-IV and eICU-CRD) was pre-registered before any data access. The hypothesis was locked. The primary cohort returned a null result. We published it anyway. Read the study →
Every product sits on the same foundation. The industry changes; the discipline does not.
ICH Triage is an offline device for detecting intracranial hemorrhage in head CT, Class II SaMD pathway, Pre-Submission accepted January 2026. AI Governor independently validates clinical AI across 21 modalities (19 deterministic scoring specialists plus chest X-ray and head CT vision pipelines). AI Governor is not a medical device.
See ICH Triage → See AI Governor →The Corporate AI OS. Evidence-grounded answers drawn from your own record, contradiction detection across sessions, and attestation chains over the result. Finance and legal verticals build on the same core.
felarity.com ↗Forensic AI for legal work: contradiction surfacing across the sworn record, with a chain of custody designed to survive Daubert scrutiny.
roclarity.com ↗Discovery generates hypotheses across large clinical datasets and pre-registers them before data access. Caliper validates drug-safety claims against FAERS using regulatory-standard disproportionality math (PRR with confidence intervals), then signs and chains the result to a public ledger.
rocsitediscovery.com ↗RocSite was built by a growing team with two decades of enterprise architecture and regulated-industry experience, applied to one problem: AI you can’t afford to trust blindly. We write methodology that survives review, design systems that produce receipts, and lock every hypothesis before the data is seen.
Finance pilots run under NDA or on synthetic data.
We built validation rigorous enough for the FDA, then generalized it. Three revenue-bearing product lines, published research, patent pending. Deck and data room on request.
Email us directly. The chat above is also a fast way to ask anything you'd ask a regulated AI.