Platform Overview

Clinical Intelligence, Engineered for Precision.

DxRx AI is a full-stack clinical decision support platform — ingesting patient data, running it through a validated AI diagnostic engine, and delivering ranked treatment recommendations directly into your clinical workflow.

System Architecture

Three integrated layers. One seamless clinical experience.

Data Ingestion Layer

Structured & Unstructured Patient Data

EHR Integrations14 certified platforms
Data StandardHL7 FHIR R4
Ingestion Latency< 2 seconds

DxRx AI connects to your EHR via HL7 FHIR R4 APIs, ingesting structured data (labs, vitals, medications, problem lists) and unstructured data (clinical notes, imaging reports, discharge summaries) in real time. No manual data entry. No workflow disruption.

AI Diagnostic Engine

Multi-Modal Clinical Reasoning

Training Dataset12M+ patient records
Disease Categories47 validated
Inference Time< 90 seconds

Our proprietary transformer-based model was trained on 12M+ de-identified patient records across 47 disease categories. It performs differential diagnosis ranking, flags critical findings, and cross-references against 500+ evidence-based clinical pathways — all in under 90 seconds.

Clinical Decision Layer

Ranked Recommendations at Point of Care

Recommendation FormatRanked + cited
Guideline SourcesAHA, ACC, IDSA, ACOG +
Workflow IntegrationNative EHR embed

Clinicians receive ranked differential diagnoses with confidence scores, supporting evidence citations, and evidence-based treatment options — surfaced directly in their EHR workflow. Every recommendation includes rationale, contraindication flags, and relevant clinical guidelines.

The AI Model

Not a black box. A clinically validated reasoning engine.

DxRx AI's diagnostic model is built on a multi-modal transformer architecture fine-tuned on clinical data. Unlike general-purpose LLMs, it was purpose-built for clinical reasoning — with explainability, confidence scoring, and continuous validation against specialist ground truth.

Model Architecture
Multi-Modal Transformer (Clinical)
Fine-tuned on 12M+ patient records
Differential Diagnosis Head
Treatment Pathway Matcher
Explainability Module (SHAP)

Differential Diagnosis Ranking

Surfaces the top 5 most probable diagnoses with confidence scores and supporting evidence from the patient's own data.

Critical Finding Alerts

Automatically flags life-threatening findings (sepsis criteria, STEMI patterns, stroke indicators) for immediate escalation.

Treatment Pathway Matching

Maps confirmed or suspected diagnoses to evidence-based treatment protocols from 500+ validated clinical pathways.

Contraindication Screening

Cross-references proposed treatments against the patient's medication list, allergies, and comorbidities in real time.

Explainable Reasoning

Every recommendation includes a plain-language rationale — the specific data points and guidelines that drove the output.

Continuous Learning

Model performance is continuously monitored against specialist outcomes. Quarterly revalidation cycles ensure accuracy stays above 94%.

EHR Integration

Fits into your workflow. Not the other way around.

DxRx AI is designed to disappear into your existing clinical environment. Clinicians never leave their EHR — recommendations surface as a native panel within the patient chart.

Certified Platforms
EpicCertified
Cerner (Oracle Health)Certified
MeditechCertified
AllscriptsCertified
athenahealthCertified
eClinicalWorksCertified
Implementation Timeline
01

API Connection

Secure HL7 FHIR R4 connection established with your EHR in 2–4 weeks.

02

Workflow Configuration

DxRx AI panel configured to surface at the right point in your clinical workflow.

03

Staff Training

2-hour clinical training session. Average adoption rate: 87% within 30 days.

04

Go Live

Full deployment with dedicated clinical success manager for the first 90 days.

Security & Compliance

Enterprise-grade security. Regulatory-ready.

FDA

FDA 510(k) Cleared

Cleared as a Class II medical device for clinical decision support.

HIPAA

HIPAA Compliant

Full HIPAA compliance with BAA available for all health system partners.

SOC2

SOC 2 Type II

Annual third-party security audit. Zero critical findings in 3 consecutive years.

ISO

ISO 27001 Certified

International information security management standard certification.

See the Platform in Action.

Request a live technical walkthrough with our clinical engineering team.

Schedule a Technical Demo