Reducing Hospital Admissions with AI-Driven Medication Adherence
Project Overview
A major healthcare partner needed a secure, scalable platform to track prescriptions, predict missed doses, and surface clinician alerts.
Their objective was to reduce medication-related complications, lower avoidable admissions, and give care teams actionable, cohort-level adherence intelligence.
Performance at a Glance
40%
improvement in medication adherence across the monitored cohort
30%
fewer hospitalisations attributable to missed medication.
94%
model confidence for adherence-risk predictions across the cohort.
Client Goals
Client Goals
- Gain continuous visibility into medication adherence and dose timing.
- Prevent avoidable admissions by identifying at-risk patients early.
- Reduce manual outreach workload with automated, targeted interventions.
- Improve patient engagement and medication persistence with simple tools.
- Deploy a secure, scalable system that fits existing clinical workflows.
Smart & Simple Dashboard
Key Pain Points
Missed doses led to frequent, avoidable clinical escalations and admissions.
Clinicians lacked reliable, real-time adherence visibility across cohorts.
Manual outreach was time-consuming and inconsistently effective.
No predictive capability to prioritise interventions for highest-risk patients.
Patients struggled with complex schedules and limited reminders/support.
How We Helped
- AI models analyse dose timing, medication complexity, and past patterns to forecast potential non-adherence.
- Clinicians receive early risk alerts, enabling timely interventions before issues escalate.
1. AI-Powered Adherence Prediction Engine:
Result: Clinicians gained predictive visibility, enabling proactive interventions for patients
- Automated reminders, check-ins, and escalation alerts triggered by missed doses or adherence drops.
- Customisable message templates ensure timely, empathetic communication with every patient group.
2. Smart Automation & Reminder System:
Result: Automation reduced manual effort while keeping patients consistently on track.
- Centralised dashboard displaying total monitored patients, at-risk counts, and adherence trends.
- Quick filters and priority alerts help clinicians act on high-risk cases instantly.
3. Clinician Dashboard:
Result: Clinicians triaged high-risk patients quickly and efficiently every day.
- Mobile app for real-time medication schedules, reminders, and self-tracking features.
- Predictive insights notify patients when they’re likely to miss upcoming doses.
4. Interactive Patient App:
Result: Patients stayed informed and motivated, improving adherence consistency.
- Cohort-level adherence data with risk segmentation and performance visualisations for clinicians.
- Reports highlight key predictors like dose timing, irregularity patterns, and medication complexity.
5. Analytics & Cohort Insights:
Result: Teams identified trends and optimised interventions across patient cohorts.
Looking to reduce avoidable admissions with predictive medication adherence?
Talk to Our Experts TodayResults That Matter
40% adherence uplift driven by reminders, scheduling optimisation, and targeted outreach.
30% reduction in hospital admissions linked to missed medication events.
94% model confidence, high prediction reliability across cohort.
88% average adherence maintained for the monitored patients.
2× faster clinical response to high-risk patients via prioritized alerts and quick actions.
How We Gave Them a Competitive Edge
How We Gave Them a Competitive Edge
- Proactive clinical workflows: Predictive flags turn reactive care into preventive care.
- Operational efficiency: One dashboard and templated outreach cut manual work and outreach time.
- Patient empowerment: Clear, actionable app UX increases daily compliance.
- Scalable monitoring: Platform scales from hundreds to thousands without adding clinician hours.
- Measurable ROI: Reduced admissions and improved adherence demonstrate direct cost savings and quality gains.
Solution Walkthrough
Clinician Dashboard:
At-a-glance risk roster, adherence KPIs, priority alerts.
Patient Profile:
Adherence history, predicted risk, quick actions (Message / Call / Schedule).
Group Messaging Modal:
Select cohort, choose template, schedule broadcast.
Patient Mobile Screen:
Today's meds, take/snooze buttons, history, and reminders.
Adherence Insights:
Cohort trends, risk distribution, feature importance.
Automated Reminders:
Configurable alerts for missed doses, monthly check-ins, and high-risk escalation.
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