Intelligence

Nudj Intelligence Layer

The whole person, in one dataset.

20,000 Patients  |  5 Years  |  Human‑led + Longitudinal

Every patient interaction creates novel data. Clinical, behavioral, lifestyle and engagement data, connected across the full care journey: what changed, what the patient did between visits, and what worked.

Novel Longitudinal Whole‑Person Dataset

A data lake delivering relevant, meaningful AI context

Care pillars

Fitness Nutrition Nudj Academy Stress management Sleep Social support High risk behaviors Cardio metabolic

Data domains · attributes

Assessments 15 Macro Intelligence 9 Patient Journey 3 Program Metadata 8 Labs + Biomarkers 14 Measurements + Vitals 20 Activity 10 Fitness 10 Cardio Metabolic 16 Nutrition Outcomes 29 Medication Data 7 Appointments 10 Goals + Engagement 3 Alerts + RPM 6
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Depth across the patient journey

Continuous measurement across biomarkers, biometrics, connected device data and patient-reported outcomes.

Every patient is measured continuously against their goals. The dataset grows every day as patients share readings, complete assessments and attend care.

Category Patients with data Data points Avg data / patient
Behavioral & Assessments PHQ‑9 · GAD‑7 · STC · Insomnia · SDOH 10.3K+ 114K+ 11+
Medications Medication · Dosage · Adherence · Route · Start/end Date 16.8K+ 972K+ 58+
Care & Engagement Appointments · Attendance · Care Minutes · Goals · Journal Entries 17.7K+ 837K+ 47+
Measurements & Vitals Weight · BMI · Waist · Body Composition · Heart Rate 4.8K+ 382K+ 79+
Fitness & Functional Steps · Exercise Minutes · RPE · VO2 · Sit‑to‑Stand 1.5K+ 38K+ 26+
Clinical & Biomarkers HbA1c · Fasting Glucose · LDL · HDL · Triglycerides 1.7K+ 14K+ 9+
Connected Device Data Systolic BP · Diastolic BP · Pulse · Irregular Heartbeat · Weight 9.5K+ 23.2M+ ~2,400

Live · updated weekly

25, 0 1 2 3 4 5 6 7 8 9 0 0 1 2 3 4 5 6 7 8 9 0 0 1 2 3 4 5 6 7 8 9 0 , 0 1 2 3 4 5 6 7 8 9 0 0 1 2 3 4 5 6 7 8 9 0 0 1 2 3 4 5 6 7 8 9 0

Longitudinal data points, and counting

150+

Patient health & engagement attributes

~600

BP readings per connected device patient

Built first, proven in care

We built the clinical model and intelligence layer first. Now we deliver relevant AI.

Clinical delivery, workflow maturity, customer adoption, then data and outcomes. Every layer matured inside real clinical workflows before the next was built, so the AI arrives with context, not guesswork.

Clinical Delivery Proven whole-person care delivery
Workflow Maturity Embedded and scalable
Business/Customer Adoption Validated and expanding
Data + Outcomes Longitudinal, validated, and growing
AI + Security Enterprise-ready capabilities

Expanding the data layer

Adding 394 new attributes, expanding our data layer.

A data layer that compounds: wearables, nutrition, voice, labs and more expand what the system can learn.

Care-generated Data x
Frequency x Time
= Compounding Longitudinal
Data Advantage
Wearables Daily/continuous
Steps · HR · HRV · Sleep · Activity · SpO2 · Calories · Recovery
Activity behavior trends, changes from patient baseline, early change signals
48
Fitness 5x/week
Workouts · Exercises · Sets · Reps · RPE · Duration · Completion · Progression
Exercise adherence & progression, impact on outcomes
70
Nutrition Multiple/day
Food · Meals · Calories · Protein · Carbs · Fat · Water · Meal timing
Dietary patterns & adherence, impact on outcomes, recommendations that work
74
Digital Engagement Episodic
Signups · Attendance · Messages · App Activity · Content Views · Clicks · Goal Updates
What drives participation, nudges that drive action
61
Geographic & Social Periodic
Median income · Affordability · Neighborhood Conditions · Food Access · Transportation · Healthcare Access
Access & affordability barriers, neighborhood context, impact on outcomes
39
Voice Episodic
Calls · Duration · Transcripts · SOAP Notes · Call Reason · Follow-ups · Disposition
Patient sentiment, recurring concerns, communication approaches that work
37
Labs Episodic
HbA1c · Glucose · Lipids · LDL · HDL · Triglycerides · Liver markers · Trends
Biomarker trends, intervention response, validation
40
Rewards & Gamification Episodic
Points · Challenges · Streaks · Badges · Milestones · Redemptions · Rewards
What motivates patients, incentives that sustain behavior
25

Why it can’t be replicated

An advantage that can’t be copied.

Generic AI lacks clinical context. EHR‑based AI lacks behavioral and lifestyle data. Point solutions see one slice. Nudj has the whole picture.

Embedded Care Workflows Intelligence generated where care happens
Generic AI/LLM
No
EHR‑based AI
Partial
Point Solutions
Partial
Nudj Health
Yes
Real-Time Outcomes Measures what actually changes
Generic AI/LLM
No
EHR‑based AI
No
Point Solutions
Partial
Nudj Health
Yes
Clinical Context Captures judgment beyond structured fields
Generic AI/LLM
No
EHR‑based AI
Yes
Point Solutions
Partial
Nudj Health
Yes
Whole‑Person Data Clinical + behavioral + lifestyle + engagement
Generic AI/LLM
No
EHR‑based AI
No
Point Solutions
Partial
Nudj Health
Yes
Longitudinal History 5 years of connected patient interactions
Generic AI/LLM
No
EHR‑based AI
Partial
Point Solutions
Partial
Nudj Health
Yes
AI Data Rights Data can power the intelligence layer
Generic AI/LLM
No
EHR‑based AI
No
Point Solutions
No
Nudj Health
Yes
Jai, the Nudj clinical assistant, summarizing a patient’s longitudinal record beside the Nudj patient summary dashboard
Jai, working from the whole person record

See what the intelligence layer can show about your population.

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