Patient Engagement
& Retention.
AI-driven personalized patient communication engine with automated appointment reminders, post-visit care instructions, health screening nudges, birthday and wellness campaigns, satisfaction surveys, and churn prediction. Identifies at-risk patients likely to disengage and triggers re-engagement workflows automatically.

Every patient gets a personal relationship with your practice.
AI that keeps patients engaged, informed, and returning, without adding staff workload. Works for single-location clinics and multi-site hospital networks alike.
Automated Appointment Reminders
AI sends reminders via SMS, WhatsApp, or email based on patient preference and response history. Timing, channel, and language are personalized per patient. No-shows drop measurably.
Post-Visit Care Instructions
After every visit, AI sends personalized care instructions, medication reminders, and recovery guidance. Content is generated from the visit record, not a generic template.
Health Screening Nudges
AI identifies patients overdue for screenings, vaccinations, or preventive care based on age, gender, and clinical history. Sends timely nudges that drive bookings.
Churn Prediction and Re-Engagement
AI scores every patient for disengagement risk based on visit frequency, missed appointments, and response patterns. At-risk patients are auto-enrolled in re-engagement workflows.
Birthday and Wellness Campaigns
Automated birthday greetings, annual wellness check reminders, and seasonal health campaigns. Personalized by patient profile and care history.
Satisfaction Surveys and NPS
AI sends post-visit satisfaction surveys at the right moment. Responses are analyzed for sentiment. Negative feedback triggers immediate staff alerts for service recovery.
Profile, engage, detect, and retain in four steps.
AI builds the relationship between visits so your team does not have to.
More repeat visits. Higher lifetime value. Zero manual effort.
20-40%
Higher patient retentionPatients who receive timely, personalized engagement return more often. One-time visits convert to ongoing relationships. Applies equally to a solo practice or a 50-location hospital group.
Measurable
ROI per messageEvery campaign, nudge, and reminder is tracked to revenue. You see exactly which touchpoints drive bookings and which need adjustment.
Zero Staff
Manual outreach eliminatedNo spreadsheets, no call lists, no manual follow-ups. AI handles every patient touchpoint between visits automatically, whether you manage 500 or 500,000 patients.
Asia-First
Post-visit engagement layerMost providers in Asia have zero engagement after the patient walks out. AI creates a persistent, personalized relationship that keeps patients connected to your organization.
Plug into your stack or run natively.
Add AI engagement via open API, or run natively on Mazecare OS.
Standalone via Open API
Integrate into your current EHR or PMS via REST APIs and HL7 FHIR. Send patient and visit data in, AI handles all engagement workflows. Typical integration: 1 to 2 weeks.
Native on Mazecare OS
Engagement engine reads directly from visit records, schedules, and patient profiles. Campaigns, churn prediction, and re-engagement are connected end to end. Go live in days.

AI Model Agnostic. Your AI, Your Choice.
Choose, combine, or bring your own models for churn prediction, message generation, and sentiment analysis.
Pre-integrated Models
Churn prediction, message personalization, and sentiment analysis models optimized for healthcare engagement, ready out of the box.
Open-source Models
Deploy open-source NLP and prediction models within your infrastructure. Full data sovereignty over patient communication.
Custom Fine-tuned
Train models on your patient population, specialty, communication tone, and engagement patterns for higher response rates.
Bring Your Own API
Connect any external NLP, prediction, or communication API. Use existing enterprise agreements and preferred vendors.
Clinical engagement, not marketing blasts.
The only platform combining AI churn prediction with clinically informed patient communication and its own AI-native OS.
| Feature | Generic CRM Tools | Reminder-Only Platforms | Manual Outreach | |
|---|---|---|---|---|
| AI-personalized message timing and channel | ||||
| Post-visit care instructions from visit record | ||||
| Churn prediction and risk scoring | ||||
| Automated re-engagement workflows | Limited | |||
| Health screening nudges from clinical data | ||||
| Birthday and wellness campaigns | Limited | |||
| Post-visit satisfaction surveys with AI analysis | Partial | |||
| Negative feedback escalation to staff | ||||
| Multi-channel (SMS, WhatsApp, email, portal) | Partial | Limited | Limited | |
| Content personalized per patient profile | Limited | |||
| ROI tracking per campaign and message | Limited | |||
| EHR-integrated (not standalone) | Partial | |||
| FHIR-native interoperability | ||||
| AI model agnostic | ||||
| Own AI-native OS | ✓ Mazecare OS |
Frequently asked questions.
AI builds a communication profile from visit history, preferred channels, response times, language, and clinical needs. A patient who opens WhatsApp in the evening gets a WhatsApp message in the evening. A patient who responds to SMS gets SMS. Content is generated from their actual visit record, not a generic template.
AI monitors visit frequency, missed appointments, declined screenings, survey responses, and communication engagement. When patterns indicate a patient is disengaging, AI scores the risk and auto-enrolls them in a re-engagement sequence. You see at-risk patients before they leave.
SMS, WhatsApp, email, and the patient portal. AI selects the channel most likely to get a response based on each patient's history. Multi-channel sequences are supported, so a patient who does not respond to SMS gets a WhatsApp follow-up automatically.
AI cross-references patient demographics, clinical history, and care guidelines to identify overdue screenings, vaccinations, and preventive visits. Nudges are sent with a direct booking link. Revenue from preventive visits increases without any manual outreach.
Yes. Every campaign, message, and nudge is tracked end to end: sent, opened, clicked, booked, attended, and revenue generated. You see exactly which campaigns drive retention and revenue, and which need adjustment.
Generic CRMs send templates. Mazecare sends clinically informed, personalized messages generated from the patient's actual record. It knows when a screening is overdue, what was discussed in the last visit, and when a patient is at risk of leaving. It is a clinical engagement engine, not a marketing blast tool.
Yes. Integrates with any EHR or PMS via REST APIs and HL7 FHIR. Patient data, visit records, and communication history sync bidirectionally. Or run natively on Mazecare OS where everything is already connected.
Ready to turn one-time visits into lifelong patients?
See AI Engagement in action with your own patient data and workflows.