Case Study • Healthcare

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.

Healthcare Post-Surgical Care
Engagement: Cross-Platform Mobile and Web Application Development: UX/UI Design, Full-Stack Development, Mobile Development, and QA
Partnership: 7-Person Nearshore Team
Physician reviewing patient recovery data on a tablet
25 Screens
App Experience
7 Experts
Nearshore Team
2 Platforms
Mobile & Web
HIPAA
Privacy Focus
~0
Manual tagging remaining
Near-complete elimination.
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Manual tagging remaining
Near-complete elimination.
~0
Manual tagging remaining
Near-complete elimination.
Healthcare App: healthcare, monitoring, application

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.

challenge 01

Manual tagging didn't scale

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challenge 01

Manual tagging didn't scale

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challenge 01

Manual tagging didn't scale

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challenge 01

Manual tagging didn't scale

Description here.

Engineering Highlights

01

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.

02

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.

03

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

Description here.

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:

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The result was not just faster delivery, but stronger alignment around how

Monetate builds and evolves its platform.

Core 01

Server-side health records:

Patient health records are stored on the backend, with the application designed to avoid persistent storage on mobile devices.

Storage
Core 02

Encrypted communications:

Data exchanged between the application and server is encrypted in transit.

Encryption
Core 03

Controlled access:

Authentication and access controls restrict patient and physician access to relevant records.

Access Control
Core 04

Audit support:

The server-side architecture supports recording data access for compliance review.

Auditing
Core 05

Focused data collection:

The application limits collection to information needed for the recovery workflow.

Data Minimization
Laptop showing a medical dashboard on a physician's desk

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.

Tech name

Description

Open Source

Tech name

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Open Source

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Open Source

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Open Source

This 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.

AI-powered video intelligence at massive scale

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.

before

Hours per batch of manual tagging

Hours per batch of manual tagging

Hours per batch of manual tagging

Hours per batch of manual tagging

after

Minutes of spot-check per batch

Minutes of spot-check per batch

Minutes of spot-check per batch

Minutes of spot-check per batch

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:

  1. Accelerating current initiatives
  2. 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:

01
A 25-screen mobile and web application supporting patient and physician workflows.
02
A patient interface for recording pain levels and medication use.
03
A physician dashboard with recovery histories and alerts to support clinical review.
04
Server-side health record storage and encrypted app-to-server communications.
05
A location-based finder for unused opioid medication return sites.

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.

Frequently asked questions

What did AccelOne build for the healthcare client?
AccelOne built a 25-screen mobile and web application for post-surgical recovery, with separate patient and physician experiences, pain and medication tracking, and a medication disposal site finder.
How does the app help patients manage post-surgical recovery?
Patients can log pain levels, record medication doses and timing, and track their recovery against physician expectations. They can also find nearby locations to dispose of unused opioid medication.
How does the application support physician monitoring?
A dedicated dashboard gives physicians access to patient-reported pain and medication data, recovery histories, and alerts that help inform follow-up decisions between appointments.
How was the application designed to support HIPAA requirements?
The architecture includes server-side health record storage, encrypted communications, controlled access, and support for audit logging. These technical measures support the client’s broader compliance requirements.
What expertise did AccelOne provide for this project?
AccelOne assembled a seven-person nearshore team covering UX/UI design, full-stack and mobile development, project management, and QA. The team combined healthcare UX experience with backend engineering and testing across patient and physician workflows.

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