Automating Clinical Triage and Patient Pathways for Enterprise Medical Device B2C
At a global respiratory care provider, every sleep assessment waited on a clinician to score it by hand, and the manual triage had become a bottleneck. HubSpot workflows now calculate OSA Risk Levels in real time from each submission, fire SMS notifications, and fast-track high-risk patients into disposable diagnostic pipelines.
Executive Summary
Context
A global medical technology provider takes in thousands of sleep assessment submissions each month, across multiple regional brands. Clinical intake needed automation. So did sales prioritization.
What We Built
An automated patient triage engine that calculates clinical risk levels, triggers multi-channel notifications (Email/SMS), and manages the lifecycle of disposable diagnostic devices via API.
Tech Stack
- HubSpot Sales & Marketing Hubs, SMSZap, NightOwl API, and HubSpot Workflows.
Not a fit for healthcare providers whose diagnostics must stay purely manual. Also not a fit where specific local regulatory constraints bar automated logic from prioritizing patient outreach.
The Challenge
Sleep assessments ran on a labor-intensive legacy process, and leads decayed inside it. A patient would complete an online assessment, then the data sat idle until a clinician manually reviewed the responses and assigned a risk level. The delay often passed 48 hours. By then, patient intent had cooled. Disposable Home Sleep Test (HST) devices made tracking worse. Standard CRM pipelines weren't built for the rapid "one-way" deployment of disposable hardware, where traditional "return" stages are irrelevant.
Our Approach
We rebuilt the intake logic to treat the CRM as a real-time triage engine. Clinical diagnostic criteria map to a series of hidden "Risk Score" properties within HubSpot. On form submission, workflows instantly calculate the risk level, High, Medium, or Low, and append it to the contact record. High-risk patients skip the standard nurture tracks. The system immediately triggers an SMS via SMSZap and creates a high-priority Task for the clinical coaching team.
For the HST device integration, a custom "Auto-Populate" workflow captures device serial numbers when users self-register. Manual data entry drops out, and the patient record updates before the first diagnostic night is complete.
Impact
Automated Risk Calculation
Real-time "OSA Risk Level" logic inside HubSpot ended manual clinical assessment reviews. Patients now get ranked instantly.
Reduced Lead-to-Call Time
SMSZap integrations fire immediate automated outreach to high-risk patients. The gap between assessment and consultation shrank.
Hardware Lifecycle Automation
Disposable HST device tracking runs on its own now. Self-registration data syncs straight to CRM records. Manual facilities updates dropped out of the sales workflow.
Sales Team Prioritization
Internal notification emails carry personalization tokens. Clinical coaches see a snapshot of patient risk data before they even open the CRM record.
The triage engine evaluates multiple form fields (e.g., BMI, frequency of snoring, observed apneas) through a series of "If/Then" branches. Each branch assigns a numerical value to a "Calculation Property." That property triggers the final "Risk Category" update, so lead routing stays data-driven.
SMSZap sits directly inside the "High Risk" workflow branch to fight email fatigue. Patients receive a text notification within 5 minutes of their assessment. In B2C healthcare, that speed is what keeps conversion rates up.
Traditional Deal pipelines expect "Hardware Shipped" and "Hardware Returned" stages. Disposable HST devices got a parallel pipeline instead. Deals auto-close on device registration, and API triggers move the record to the "Clinical Review" stage without human intervention.
A "Safety Net" workflow backstops the system. If a high-risk patient doesn't convert to a sleep study within 10 days post-assessment, a "Rescue Task" generates automatically for the sales lead. A human operator reviews every high-value opportunity that stalls.
Manual clinical triage causes critical bottlenecks for high-volume healthcare providers. Utilizing a HubSpot triage engine to calculate OSA Risk Levels from sleep assessments automates the patient sorting process. This logic instantly triggers appropriate SMS notifications and fast-tracks high-risk patients to clinical advisors, reducing manual operational load.
FAQ
The logic is a "Clinical Mirror" of the validated STOP-BANG or Epworth Sleepiness Scale. HubSpot properties lock to the exact weights the medical team provides. The workflow is version-controlled as well, so any change to the diagnostic standards deploys globally across the CRM without anyone recoding the form architecture.
A "Data Integrity" workflow monitors the registration property. If a patient is marked as having received a device but no registration data appears within 48 hours, an automated alert goes to the regional operations lead to investigate. Devices don't get lost, and the patient pathway keeps moving.
