Technology
An AI runtime,
engineered for the shape
of healthcare.
The Quantino core is a healthcare-native AI runtime — trained on clinical evidence, aligned to clinical safety, and built to run in real time across every surface of care.
Architecture
How the runtime
composes.
Channels feed in. The core reasons. System connectors carry results out to the EHRs, telephony layers, and operational systems clinics already run on. Each layer is independently testable, individually upgradable, and instrumented end to end.
Channels
Channel Adapters
Quantino Core
Domain Adapters
System Connectors
5 layers · 1 core · continuous intelligence
The Core
A healthcare-native foundation, built to be steered.
Healthcare-native foundation
Pre-trained for clinical reasoning. The core understands medical language, clinical workflow, and the operational shape of a health system before it sees your specific data.
Aligned for clinical safety
Tuned with clinician-in-the-loop preference signals. Refuses what should be refused, escalates what should be escalated, and stays inside the boundaries clinicians set.
Steerable, domain-controllable
Each practice shapes the runtime to its own protocols, scripts, and clinical pathways. Same core — custom voice, no retraining required.
Real-time inference
Built for live conversation and live workflow. Latency profiles that hold across phone, chat, and EHR write-back, even under call-center load.
Data Foundation
What the core
learns from.
A healthcare runtime is only as honest as what it's trained on. We train and evaluate on signals that match the clinical and operational reality of the work.
Clinical literature
Peer-reviewed medical research, treatment guidelines, and standards of care across specialties.
Operational reference
Coding standards, billing logic, scheduling conventions, and the procedural rhythm of clinical practice.
Real-world signals
Anonymized, consented clinical and operational telemetry from live partner deployments.
Continuous evaluation
Held-out clinical eval sets the runtime is regression-tested against on every model update.
Reach
Six layers.
One intelligence.
The same core runs across every layer of care a health system already operates. From the first ring of a phone call to the close of a claim — one model, one memory, one set of clinical guardrails.
EHR & EMR
Sit alongside Epic, Oracle Health, athenahealth, and proprietary systems — read, reason, and write in clinical context.
Voice & Telephony
Call centers, clinical phone lines, and IVR — fluent agents that handle volume without losing nuance.
Patient Experience
Chat, mobile, and connected surfaces that meet patients where care actually begins.
Clinical Workflow
Documentation, coding, and decision support that returns time to the practice.
Insurance & Claims
Eligibility, prior authorization, and denial response — automated end to end.
Back Office & Admin
Scheduling, billing, staffing, and the operations layer beneath every care experience.
Safety & Compliance
Healthcare-grade
by design.
HIPAA-aligned
Encrypted in transit and at rest. Role-based access controls. BAAs available for clinical and operational deployments.
Auditable by default
Every model decision is logged with input, output, model version, and confidence — queryable, exportable, immutable.
Clinician-in-the-loop
Approval flows, exception review, and human escalation paths are first-class — never an afterthought.
Continuously evaluated
Live regression suites and clinical eval sets run on every release. Performance regressions block deployment.
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Architecture diagrams, latency profiles, security posture, eval methodology. We share it directly with operators who need it.