Healthcare App Development for Post‑Surgical Recovery
AccelOne’s seven-person nearshore team built a 25-screen healthcare app connecting patient pain and medication logs with physician monitoring. The app includes separate user experiences and privacy built into its architecture.
Patients recovering from surgery needed a simple way to track pain and medication use, while physicians needed better visibility into recovery between appointments. AccelOne designed and built a 25-screen healthcare application connecting both sides of the process through dedicated patient and physician experiences.
The platform combines pain and medication tracking, recovery histories, physician alerts, and a location-based finder for unused opioid medication disposal sites. Privacy considerations were built into the architecture, with server-side health record storage, encrypted communications, and controlled access to sensitive data.
Delivered by a seven-person nearshore team, the application established a structured connection between patient-reported recovery data and clinical oversight, helping patients manage recovery at home while giving physicians more information to guide follow-up decisions.
Limited Visibility Into Recovery Between Appointments
Patients recovering from surgery needed a simple way to record pain, track prescribed opioid medication, and understand their progress between appointments.
Physicians had limited visibility into patients’ day-to-day recovery. Without consistent pain and medication records, identifying emerging concerns and deciding when to follow up was more difficult.
The client needed a healthcare application that supported patients at home, gave physicians access to recovery data, and addressed HIPAA requirements from the start.
Search and tagging had become a serious bottleneck
With millions of videos, search and tagging had become a serious bottleneck.
Manual tagging didn't scale
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Manual tagging didn't scale
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Manual tagging didn't scale
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Manual tagging didn't scale
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Engineering Highlights
A Seven-Person Team Across Design, Development, and QA
AccelOne assembled a team comprising a Senior UX Designer with healthcare application experience, a UI Designer, two Full-Stack Web Developers, a Mobile Developer, a Technical Project Manager, and a Senior QA Engineer.
The full-stack developers built the backend, physician dashboard, server-side storage, and APIs. The mobile developer delivered the cross-platform patient application, location services, and backend integration.
UX Designed for Patients Recovering From Surgery
The patient experience was designed for people who may be in pain, fatigued, or anxious. The team simplified pain and medication logging with fewer steps, large touch targets, high-contrast text, and a clear visual hierarchy.
Non-stigmatizing language supported medication tracking. The physician dashboard followed the same focus on clarity, helping clinicians identify alerts and review recovery patterns.
Quality Assurance Across Both User Experiences
The Senior QA Engineer established the testing process, including validation of compliance-related requirements and end-to-end patient and physician workflows.
The Technical Project Manager coordinated stakeholders and managed requirements, timelines, and the budget.
A hybrid AI video intelligence pipeline built for scale
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Key Impact: Cost Reduction by Three Orders of Magnitude
One of the most significant achievements of this engagement was the reduction of AI processing costs by three orders of magnitude.
By combining on-premises transcription models with selective use of commercial APIs, AccelOne designed a hybrid architecture that:
This approach made the system not only scalable and secure but also economically viable at a massive scale, unlocking growth for Kurator without cost bottlenecks.
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The result was not just faster delivery, but stronger alignment around how
Monetate builds and evolves its platform.
Server-side health records:
Patient health records are stored on the backend, with the application designed to avoid persistent storage on mobile devices.
Encrypted communications:
Data exchanged between the application and server is encrypted in transit.
Controlled access:
Authentication and access controls restrict patient and physician access to relevant records.
Audit support:
The server-side architecture supports recording data access for compliance review.
Focused data collection:
The application limits collection to information needed for the recovery workflow.
This approach centralizes management of sensitive records and reduces reliance on local device storage.
Connecting Patient Tracking With Physician Monitoring
AccelOne developed a 25-screen mobile and web application with separate experiences for patients managing recovery and physicians monitoring multiple patients.
The application provides:
Pain and medication tracking: Patients record pain levels, medication doses, and timing, and track recovery against expectations set by their physicians.
SOLUTION 01
Physician monitoring: A dashboard displays patient-reported data and highlights concerning patterns through alerts.
SOLUTION 02
Recovery history: Physicians review pain and medication trends over time to inform follow-up decisions between appointments.
SOLUTION 03
Medication disposal locations: A location-based finder helps patients locate nearby sites for returning unused opioid medication.
SOLUTION 04
Privacy Considerations Built Into the Architecture
AccelOne incorporated privacy and security requirements into the application design. The architecture included:
Open-source intelligence, cloud applied selectively
The pipeline combines open-source models with selective cloud services, running primarily on on-prem GPU infrastructure to deliver production-grade accuracy while avoiding cost, lock-in, and unpredictability.
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Open SourceThis hybrid approach delivers production-grade accuracy while avoiding the cost, lock-in, and unpredictability of cloud-only architectures — making large-scale video intelligence economically sustainable at 2.5M+ video scale.
A Look Inside the Build
A searchable, time-addressable catalogue spanning millions of hours
What was previously locked behind sparse tagging and manual review is now discoverable at scale — while balancing cost efficiency with production-grade reliability.
Hours per batch of manual tagging
Hours per batch of manual tagging
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Minutes of spot-check per batch
Minutes of spot-check per batch
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The catalogue is now discoverable by:
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Expanding the Partnership
As the early AI and UI initiatives gained traction, the collaboration expanded. AccelOne is now contributing not only to delivery, but to roadmap planning across AI, machine learning, and user experience initiatives.
Austin describes the ongoing dialogue as productive and forward-looking:
"As we work through these initial projects, having the teams weigh in on what the roadmap should look like next has been very productive. We've gained a great set of partners and feedback voices inside of AccelOne."
The partnership now operates at two levels:
- Accelerating current initiatives
- Accelerating current initiatives
For a platform operating at this level of complexity, that alignment matters.
A Model Built on Leverage and Trust
Monetate's goal was simple: Accelerate AI and UI initiatives without slowing the organization down.
What ultimately emerged was a partnership that increased leverage across the entire business.
Senior engineers were embedded quickly. Roadmaps moved faster. AI became part of daily workflows. Collaboration tightened across teams and time zones.
The engagement reduced friction and increased output.
And the relationship continues to expand, with AccelOne contributing to long-term direction beyond the initial delivery.
At this level of complexity, sustainable acceleration is not about adding more people. It's about embedding partners who raise the standard of how the work gets done.
Results
AccelOne delivered:
The platform established a structured connection between patient-reported recovery data and physician oversight.
Business Impact
The application gave the client a connected workflow for post-surgical recovery monitoring.
Patients gained a structured way to record pain and medication use and locate disposal sites for unused opioids. Physicians gained access to patient-reported recovery histories to inform follow-up between appointments.
The value was greater visibility and more consistent information sharing across the recovery process.
Healthcare Software Built Around Privacy and Patient Needs
This engagement demonstrates AccelOne’s approach to healthcare software development: address privacy requirements early, assemble specialists around the product’s needs, and design for the real conditions in which people use the application.
By combining patient-centered UX, backend engineering, and quality assurance, AccelOne helped the client deliver a connected platform for post-surgical care.
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