AHA

AI Health Assistant

The continuous monitoring intelligence layer for health coaches — and the all-in-one digital health companion for patients. AHA powers the 1:1,000 coach-to-patient ratio that makes 1docAI's community hospital model clinically safe and operationally scalable.

SERVES
Health Coaches + Patients

PATIENT PER COACH
Up to 1,000

AUTHOR
Dr Eugene Loke, CMO, 1docAI

ADA
AI Doctor Assistant
Supports doctors during consultations inside the 1doc CIS. Surfaces history, flags risks, documents.
👤 Serves: Doctors
AHA — This Page
AI Health Assistant
Backend monitoring for coaches + patient-facing digital health platform. 5 integrated modules.
👤 Serves: Coaches + Patients
AVA
AI Virtual Assistant
Patient-facing companion via WhatsApp. Triage, appointments, health guidance. Available 24/7.
👤 Serves: Patients

Two layers. One system.

AHA operates across two distinct layers that work together — a backend intelligence layer that supports health coaches, and a patient-facing product layer that delivers the 1doc AI Health Assistant experience through the 1doc app.

Layer 1 — B2B Infrastructure
Health Coach Intelligence
The continuous monitoring backend that watches patient telemetry 24/7 — identifying deteriorating patterns before they become clinical events, and surfacing the right patients to the health coach at the right moment.
Layer 2 — Patient Product
AI Health Assistant App
The five-module patient-facing platform — Symptom Checker, Care Coordinator, Pharmacy, Health Coach, and Digital Twin — available through the 1doc app, powered by AVA and the Evidence Graph.

Layer 1 — Health Coach Intelligence

A health coach managing 1,000 patients cannot monitor all of them simultaneously. AHA does. Operating continuously across the wearable telemetry stream from every patient's 1doc Ring, 1doc Band, and Omron devices, AHA identifies who needs attention and surfaces them to the coach's dashboard with the context to act immediately.

L1
Continuous Telemetry Monitoring
Watches real-time data from every patient's wearable devices — 1doc Ring, 1doc Band, Omron monitors — across the health coach's entire panel of up to 1,000 patients simultaneously, 24 hours a day.
L2
Pattern Detection & Early Alerts
Identifies deteriorating health trajectories before they breach DEC red flag thresholds. When a hypertensive patient's blood pressure trends upward over three consecutive days, AHA flags it first.
L3
Coach Workflow Prioritisation
Surfaces patients who need urgent attention to the health coach's dashboard — so coaches focus their clinical time on high-risk patients rather than working through a flat list of 1,000.
L4
Evidence Graph Updates
Logs every coaching interaction, intervention outcome, and wearable data point into the Evidence Graph — ensuring the patient's complete health journey is available to the physician at the next consultation.

Layer 2 — The AI Health Assistant App

For patients, AHA surfaces as the 1doc AI Health Assistant — five integrated modules available through the 1doc app that connect patients to every dimension of their care.

My Symptom Checker

AI-powered symptom assessment guiding patients to the right next step.

My Care Coordinator

Appointments, follow-ups, referrals, and care plans across the 1doc network.

My Pharmacy

Medication reminders and Robot Pharmacy coordination.

My Health Coach

Direct connection to a certified 1doc Academy health coach.

My Digital Twin

The patient-facing view of their Health Digital Twin — health trends, risk trajectories, and personalised recommendations built from clinical data, wearable telemetry, and lifestyle inputs.

Frequently Asked Questions

AHA (AI Health Assistant) operates on two levels. For health coaches, it is the continuous monitoring backend that watches patient telemetry 24/7 and surfaces patients requiring intervention — enabling each coach to safely manage up to 1,000 patients. For patients, it is the AI Health Assistant app — five integrated modules covering symptom checking, care coordination, pharmacy, health coaching, and their personal Digital Twin.
AHA continuously monitors wearable telemetry across all 1,000 patients and surfaces only those requiring immediate attention to the coach's dashboard. The coach then applies their clinical judgment to those specific patients — rather than trying to manually track everyone. This is the same principle as a hospital monitoring system, applied at community healthcare scale.
AVA is the conversational AI interface — the voice patients interact with via WhatsApp for triage, appointment booking, and health questions. AHA is the broader intelligence platform that AVA sits within — the monitoring, coordination, and patient app infrastructure that AVA connects to. Think of AVA as the front door and AHA as the building behind it.
Item description

AHA at a glance

Also known as AI Health Assistant

Serves Health Coaches + Patients

Patients per coach Up to 1,000

Monitoring 24/7 continuous

Patient modules 5 integrated

Available on 1doc App