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 to a home sleep test.
Executive Summary
Context
A global medical technology provider takes in thousands of sleep assessment submissions each month, across multiple regional brands, and needed to automate both clinical intake and sales prioritization.
What We Built
We built an automated patient triage engine that calculates clinical risk levels, triggers multi-channel notifications by email and SMS, and manages the lifecycle of disposable diagnostic devices through the API.
Tech Stack
- HubSpot Sales & Marketing Hubs
- SMSZap
- home sleep test device API
- HubSpot Workflows
Not a fit if local regulatory rules bar automated logic from prioritising patient outreach, since risk scoring and SMS notifications here run without a clinician reviewing each case first. It also depends on structured intake data such as BMI, snoring frequency, and observed apneas being captured on the assessment form; without those specific fields, there is no calculation property for the risk category to act on.
The Challenge
Sleep assessments went through a labor-intensive legacy process, and leads decayed during it. A patient would complete an online assessment, and the data would then wait until a clinician manually reviewed the responses and assigned a risk level. That delay often passed 48 hours, and by then the patient's intent had cooled.
Disposable Home Sleep Test (HST) devices complicated tracking further. Standard CRM pipelines assume hardware goes out and comes back. Their return stages have no meaning for a disposable device deployed one way.
Our Approach
We rebuilt the intake logic so the CRM works as a real-time triage engine. Clinical diagnostic criteria map to a series of hidden Risk Score properties in HubSpot. On form submission the workflows calculate a risk level of High, Medium, or Low and append it to the contact record. High-risk patients skip the standard nurture tracks entirely. The system sends an SMS through SMSZap and creates a high-priority Task for the clinical coaching team the moment the assessment is submitted.
For the HST devices, a custom Auto-Populate workflow captures each device's serial number when the patient self-registers. The workflow updates the patient record before the first diagnostic night is complete, so no one has to key the number in by hand.
This engagement is part of our customization + optimization work for healthcare & wellness organisations.
Impact
Automated Risk Calculation
Real-time OSA Risk Level logic inside HubSpot ended manual clinical assessment reviews, so patients get ranked instantly.
Reduced Lead-to-Call Time
SMSZap integrations fire automated outreach to high-risk patients immediately, which shrank the gap between assessment and consultation.
Hardware Lifecycle Automation
Disposable HST device tracking now runs on its own: self-registration data syncs straight to CRM records, and manual facility updates have dropped out of the sales workflow.
Sales Team Prioritization
Internal notification emails include personalization tokens, so 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 is wired directly into the "High Risk" workflow branch, to fight email fatigue. Patients receive a text notification within 5 minutes of their assessment, and 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. Device registration moves the deal to a "Clinical Review" stage through an API trigger, 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.
Sleep assessments used to wait, often past 48 hours, for a clinician to score them by hand. Now clinical criteria map to hidden Risk Score properties, and a workflow sets a High, Medium or Low risk level on submission. The branch at the risk level skips the nurture tracks for high-risk patients. They get an SMS through SMSZap and a high-priority task for the clinical coaching team.
FAQ
The logic mirrors the validated STOP-BANG or Epworth Sleepiness Scale directly. HubSpot properties lock to the exact weights the medical team provides, and the workflow is version-controlled, 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.
