CHF Remote Monitoring
Weight, BP, and symptom trending for heart failure cohorts.
We engineer HIPAA-compliant remote patient monitoring platforms that fuse wearable, in-home, and EHR data into clinical workflows that catch deterioration early — without burying care teams in alerts.
Trusted by global innovators
Remote monitoring is no longer about pushing vitals to a dashboard nobody reads. It's about delivering the right signal to the right clinician at the right moment — and getting that data into the EHR so it counts toward billing, quality, and patient outcomes.
Common friction points we hear from healthcare teams scoping this kind of platform.
Alert Fatigue: Generic threshold alerts fire constantly, training clinicians to ignore the platform.
Disjointed Workflow: RPM data lives in a vendor portal — not the EHR where clinical decisions happen.
Device Sprawl: Multiple wearable and home device vendors require fragile, one-off integrations.
Reimbursement Friction: Without proper documentation and time tracking, RPM CPT codes are easy to miss.
We engineer for the operational reality — not the demo.
ML models combine vitals trends and patient context to surface only the alerts that need clinical attention.
RPM data lands in Epic, Cerner, or Athena via SMART on FHIR — not a separate portal.
Direct integrations with the major wearable and home device ecosystems behind one consistent API.
Production-grade features the platform ships with from day one.
Direct ingestion from Apple Health, Google Health, Withings, Omron, Dexcom, and more.
Patient-specific baselines and trend models cut nuisance alerts by 60%+.
SMART on FHIR launch context, FHIR resource writes, and CDS Hooks support.
Triage queues, patient context, and one-click documentation for billing.
iOS, Android, and SMS journeys for diverse patient populations.
Configurable care pathways for CHF, diabetes, hypertension, COPD, and more.
Auto-track time-on-platform and documentation for CPT 99453/99454/99457/99458.
Immutable PHI access logs, BAA workflow, and HIPAA-aligned access controls.
How data and decisions flow end-to-end.
Wearables, BLE devices, and patient apps push vitals via secure ingestion endpoints.
Real-time risk stratification and alerting with configurable clinical rules.
Vitals normalized into FHIR Observation resources for downstream systems.
SMART on FHIR app launch and CDS Hooks for in-EHR clinician experience.
Triage, charting, and patient communication tools for care teams.
A pragmatic stack chosen for reliability, speed, and ease of operation.
Quantified outcomes from production deployments.
A regional health system needed to scale RPM across CHF, diabetes, and hypertension cohorts without overwhelming nurse care managers. We built a platform that integrates with Epic via SMART on FHIR and uses risk-stratified alerts to filter the noise.
Within a year, the platform managed 14,000 enrolled patients, reduced 30-day readmissions in CHF cohort by 25%, and added $4.8M in annual RPM CPT reimbursement that was previously slipping through the cracks.
Common deployment patterns we see across customers.
Weight, BP, and symptom trending for heart failure cohorts.
CGM and patient-reported data integrated into clinical workflows.
Home BP monitoring with risk-stratified clinician escalation.
Wearable and patient-reported recovery tracking.
Mood, sleep, and engagement monitoring for at-risk populations.
BP, glucose, and fetal movement tracking for high-risk pregnancies.
We connect to the systems your teams already know.
We build secure, scalable products designed for privacy, interoperability, and regulatory readiness from day one across every sector we serve.
Protect PHI with privacy-first architecture, encrypted storage and transmission, and strict access controls.
Implement lawful consent flows, data minimization, and secure processing for global data privacy.
Verified controls for security, availability, and confidentiality of enterprise data systems.
Healthcare-specific security controls and risk management practices trusted by global partners.
Enabling standardized health data exchange through robust, modern API mappings.
Supporting enterprise-grade interoperability for clinical messaging and record workflows.
We combine deep technical expertise with industry-specific knowledge to deliver solutions that aren't just functional, but transformational.
We implement rigorous security protocols and compliance standards (HIPAA, GDPR, SOC2) across all industrial solutions to protect sensitive data.
Our architectures are built to handle massive data loads and user bases, ensuring seamless performance whether you're serving ten or ten million.
Leveraging our suite of internal tools and proven frameworks, we reduce development cycles and get your product to market 40% faster.
Beyond simple wrappers, we build deep-learning integrations and predictive analytics directly into the core of your industry-specific workflows.
Predictable, structured delivery from kickoff through long-term ownership.
We map the existing systems, constraints, and stakeholders to scope a focused 8–12 week first delivery.
A working slice on a representative environment — proving the data flow end-to-end before scaling.
Hardened services, observability, access controls, and audit logging go live behind your IAM.
We stay on as the embedded engineering team — closing tickets, tuning models, and shipping new value.
We don't just build products; we forge lasting partnerships. See how we've helped industry leaders transform their vision into technical reality.
"I can clearly see how Agnotic has a unique way of handling end-to-end development. They are always active on quick chat and provide support quickly."

Founder, Benchmark
"Agnotic is the best technical team we evaluated. Their engineering excellence made our work dramatically easier and allowed us to stay focused on what matters most for maternal care outcomes. They took full ownership of the technical execution, and we are always happy to continue working together."

Founder, My Lauren
"Agnotic combines deep technical expertise with strong domain knowledge. They understand the business context, anticipate challenges, and make collaboration smooth and effective."

Founder, Latimer
Explore other production-grade engineering platforms we deliver across healthcare.
The technical patterns behind this platform translate naturally into adjacent verticals.
We engineer production-grade healthcare platforms end-to-end. Talk to us about scoping a focused 8-week pilot.