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AI &
Automation

Intelligent automation that improves real clinical workflows. From natural language processing to predictive models, applied responsibly in production healthcare environments.

What we build
Natural Language Processing
Clinical notes, reports and unstructured data
Predictive Models
Clinical risk, operational demand and outcomes
Workflow Automation
Reducing manual steps in high-volume processes
AI Model Integration
Embedding AI into existing clinical systems
Capabilities

AI that works in production healthcare environments.

Not proof of concepts that stay on slides. We build, deploy and monitor AI solutions that operate within real clinical workflows, with the compliance and reliability that healthcare requires.

01

Clinical NLP

Extract structured information from clinical notes, discharge summaries and unstructured reports. Named entity recognition, classification and information extraction built for clinical language.

NLPNERClinical Text
02

Predictive Analytics

Build predictive models for clinical risk stratification, readmission prediction, demand forecasting and operational planning. Trained on your data, validated against your outcomes.

PredictiveRisk ModelsML
03

Workflow Automation

Automate high-volume, repetitive clinical and administrative processes. Intelligent routing, exception handling and human-in-the-loop design for processes where automation needs oversight.

AutomationRoutingOrchestration
04

Custom AI Development

Design and build bespoke AI solutions for specific clinical or operational problems. From model architecture through to training, evaluation, deployment and monitoring in production.

Custom DevModel TrainingMLOps
05

AI System Integration

Integrate AI models and intelligent automation into existing clinical systems, workflows and data pipelines. Making AI outputs available at the point of decision without disrupting existing processes.

IntegrationAPIEMR
06

Model Monitoring & Governance

Ongoing monitoring of AI model performance in production. Drift detection, retraining pipelines and governance frameworks that meet healthcare-grade explainability and audit requirements.

MonitoringGovernanceExplainability
Use Cases

Real scenarios we solve.

AI and automation applied to genuine clinical and operational problems, not experimental pilots.

01

Readmission risk prediction

A predictive model that flags high-risk patients before discharge, enabling clinical teams to intervene earlier and reduce preventable readmissions.

02

Clinical note extraction

NLP pipeline that extracts structured clinical data from free-text notes, feeding downstream analytics, coding and population health reporting automatically.

03

Administrative workflow automation

Automating referral triage, appointment booking and results notification workflows, reducing manual handling and accelerating turnaround times.

04

AI integration into existing EMR

Embedding a third-party AI model into an existing clinical system, surfacing predictions and recommendations at the point of care without changing the clinical workflow.

How we work

A straightforward engagement from first conversation to live delivery.

We work in a way that gives you full visibility at every stage. No black boxes, no ambiguity about what is being built and why.

01

Discovery

We start by understanding your environment: your systems, your data, your workflows, and what you actually need to change. No assumptions, no templates applied before we listen.

02

Scoping & Design

We define the scope clearly, propose an approach and agree on what success looks like before any work begins. You know exactly what we are building and why before we start.

03

Build & Test

We build in iterations with regular check-ins. You see progress as it happens. Testing happens against your real data and systems, not in isolation from your environment.

04

Deliver & Support

We deliver with documentation, knowledge transfer and ongoing support options. When we hand over, your team can own and operate what we built without depending on us indefinitely.

Other Services

Explore what else we do.

Get started

Tell us what you want to automate.

We will tell you honestly whether AI is the right approach, and what a practical solution would look like in your environment.

contact@leniahealth.com