Helix Automation Suite
A healthcare operations firm managing patient intake, scheduling, and communications for a network of specialty clinics engaged us to address a growing operational gap. Their team was processing hundreds of patient interactions daily through a patchwork of manual workflows, disconnected systems, and spreadsheet-based reporting. We were brought in to design and build an AI-powered automation layer that could unify their operations and eliminate the manual overhead limiting their capacity to grow.
System Performance
Automation Pipeline Architecture
CRM Sync Pipeline
Receives new patient records via webhook, validates schema, runs AI triage classification, routes to care team and updates Salesforce in real time.
Report Engine
Generates automated daily operational summaries — patient volumes, SLA performance, priority queue status — delivered to leadership before clinic opens.
Invoice Automation
Processes billing events from EHR system, validates CPT codes, generates invoices, and routes to appropriate payer channels without manual review.
AI Triage Model
Custom-trained classification model that scores incoming patient records by urgency and care complexity, enabling immediate routing decisions at scale.
System Integrations
Salesforce
CRM & patient records
Mailchimp
Email workflow triggers
BigQuery
Analytics & reporting
Slack
Priority escalations
Custom API
EHR system bridge
Live Execution Log (Sample)
The Challenge
Healthcare operations carry constraints that most automation projects do not: compliance requirements, the absolute need for clinical staff to remain in control of patient-facing decisions, and zero tolerance for downtime. Any system we built had to be reliable, auditable, and designed to assist clinical workflows — not replace human judgment. The technology had to be invisible to the care team while transforming the operational layer beneath them.
The Solution
We designed a six-pipeline automation system that operates continuously in the background of existing clinical workflows. The CRM Sync pipeline uses a custom AI triage model to classify and score incoming patient records, routing high-priority cases to the appropriate care team within seconds. The Report Engine generates daily operational summaries automatically, eliminating hours of manual reporting. The Invoice Automation pipeline processes billing events end-to-end with zero manual intervention — handling significant monthly volume since launch.
Results & Outcomes
What We Delivered
- →Six-pipeline automation architecture design
- →Custom AI triage and classification model (94% accuracy)
- →CRM integration with Salesforce API
- →Email workflow automation via Mailchimp
- →Real-time analytics pipeline to BigQuery
- →Slack notifications for priority escalations
- →Executive reporting dashboard
- →Full system documentation and runbooks
Our Approach
Automation in regulated industries requires a different design philosophy than standard enterprise software. Every pipeline we built was designed to assist human judgment, not replace it — the AI triage model routes and scores, but clinical decisions remain with clinical staff. The six-pipeline architecture was deliberately modular: each pipeline operates independently, so a failure in one never cascades into the others. Reliability is the product. Everything else is implementation detail.
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