From Clinical Reasoning to Care Plan to Instant Finance
Neurosymbolic means rule-based, not black-box: every recommendation is generated by explainable logic, not a probability score you have to take on faith. Powered by a proprietary Curated Knowledge Graph constructed from peer-reviewed clinical literature and treatment guidelines. Built to compress differential-diagnosis review from hours to minutes, with every recommendation traceable back to its source literature.
Embedded at the point of care. Instant soft credit assessment. Pre-approved patient financing before the patient leaves the room. Activates only after independent clinical review. Designed to remove the number one reason patients decline recommended care: affordability uncertainty at the moment of decision.
Every clinical decision becomes immediately actionable regardless of patient liquidity.
We're building the operating system for the way healthcare should work:
Reasoning a clinician can trust, connected to financing a patient can act on, inside a single encounter. Healthcare is where we’re proving it first — the highest-friction, most underserved entry point — but the architecture was designed for the broader care continuum from day one.
The moat is the combination: a deterministic reasoning engine over a proprietary curated knowledge graph, plus an integration layer that ties the clinical recommendation to the financing decision — none of which an LLM-first competitor reaches by iteration.
We have provisional patent applications filed on the integration layer that connects clinical reasoning to financing within a single encounter. Designed to comply with FDA glass-box guidelines from inception, which becomes a structural advantage as scrutiny of black-box tools intensifies.
The knowledge base and financing logic are what’s specific to healthcare today. The engines beneath them generalize — so each new care pathway compounds on the same platform.
Turning recommendations into completed care.
Decision support designed to comply with FDA glass-box guidelines. Deterministic reasoning. Ranked differential diagnoses and prioritised care pathways, each linked to peer-reviewed source evidence with a full reasoning tracking on demand. Integrates into your existing workflow. Zero disruption. Measurable uplift in accepted preventative procedures from week one.
Making healthcare easier to understand and access.
Plain-language summaries of clinical recommendations. Point-of-care financing available before you leave the room. The kind of thorough, unhurried preventative workup usually reserved for cash-pay concierge practices — accessible through simple, fast financing instead of a membership fee.
The CENTYENT conversion flywheel:
Each stage in that workflow is powered by a distinct product, purpose-built for its moment. Together
they create something no single tool can replicate: a complete, end-to-end care conversion system.
Here’s how each one works.
The reasoning engine clinicians can trust
Ranked differential care plans and prioritised care pathways, each traceable to peer-reviewed evidence, on demand. Clinical decision assist designed to comply with FDA glass-box guidelines. Cuts the manual literature-review step clinicians currently do by hand.
Plain-language care summaries
Translates clinical recommendations into structured, accessible options. Up to three tiered pathways with clear explanations patients can actually act on. Cuts down the back-and-forth of re-explaining a care plan — patients leave the room understanding their options, not just holding a printout.
Point-of-care financing
Instant soft credit assessment. Pre-approved patient financing before the patient leaves the room. The financial layer never influences the clinical output. Turns a “let me think about it” into a same-visit yes.
$170M+ raised collectively. Multiple FDA clearances and breakthrough device designations.
Companies built from zero to acquisition. A pioneer in healthcare fintech was named to Time 100 Health.
CEO & President
(acquired by Topcon Healthcare)
Founder & Chairman
Co-Founder
Senior Advisor & Acting CSO
