HEALTHCARE·United States

LinkWell — HIPAA-Compliant AI Scribe & Closed-Loop Physician Referral System

Enterprise-grade, HIPAA-compliant closed-loop physician referral and ambient clinical intelligence platform with real-time AthenaHealth EHR integration, automated SOAP note generation, and prior-authorization pipeline.

2 months
(Record Time)
were needed to design, engineer & launch the full MVP
LinkWell — HIPAA-Compliant AI Scribe & Closed-Loop Physician Referral System
IndustryHealthTech & Clinical AI
RegionUnited States
PlatformCloud Web Portal, EHR FHIR Integration, Tablet App
Delivery2 Months (Record Time · 100% On-Budget)
Estimated Budget$50,000 – $100,000 USD
ServicesMobile App, UI/UX Design, Cloud Backend
Clutch Rating4.5 / 5.0 ★★★★★

Client overview

01 / 06

Nerihya is a UK-based hyperlocal marketplace platform designed to modernize how homeowners, tenants, and property managers find, hire, and collaborate with skilled local handypersons, tradespeople, and home maintenance contractors.

Rather than relying on outdated static directories or high-fee platforms with opaque booking processes, Nerihya empowers users to discover available service professionals in their immediate neighborhood with sub-second geospatial search, redeem digital promotional vouchers, and chat in real-time to finalize quotes and repair logistics.

Homeowners & Tenants
Instant discovery of trusted nearby handypersons for urgent home fixes.
Local Handypersons
Direct customer acquisition, customizable promotional deals & transparent billing.
Property Managers
Centralized task assignment, verified tradespeople & scheduled repairs.

Challenge

02 / 06

The UK home services sector is historically fragmented. Customers frequently experience unreliable response times, unpredictable pricing, and lack of transparency when hiring independent contractors. At the same time, skilled handypersons struggle to market their services locally without paying prohibitive commissions to large legacy platforms.

Nerihya partnered with Woltrio with an aggressive objective: engineer an intuitive, full-featured two-sided marketplace mobile application and administrative portal from scratch within a strict 2-month MVP timeline, ready for App Store and Google Play deployment.

Business challenges
  • Fragmented local discovery: Homeowners lacked a reliable method to find verified tradespeople within their exact neighborhood radius.
  • Marketplace cold-start: Attracting initial service providers required low-friction onboarding, instant deal creation, and compelling merchant incentives.
  • Aggressive time-to-market: The client needed a complete, production-ready MVP delivered within 2 months without budget overruns.
Technical challenges
  • Hyperlocal geospatial search: Needed sub-50ms radius calculations to filter handypersons by distance, rating, and real-time availability.
  • Real-time socket messaging: Required low-latency in-app chat with photo sharing so customers and providers could scope jobs immediately.
  • Integrated voucher & payment security: Seamless digital voucher redemption combined with automated Stripe Connect payouts.
Woltrio delivered a HIPAA-compliant clinical AI platform that completely changed our practice workflows. The AthenaHealth EHR integration and ambient AI note generation save our clinicians over 90 minutes every day.

Medical Director · Specialty Healthcare Network (5.0 / 5.0)

Solution we delivered

03 / 06

Woltrio architected and engineered a comprehensive, full-stack marketplace solution combining a native-performance cross-platform mobile client (iOS & Android) with an enterprise-grade Node.js / PostgreSQL backend and a responsive administrative oversight dashboard.

1. Cross-Platform Mobile Application (iOS & Android)

Engineered using React Native and TypeScript, providing native 60fps performance with a single maintainable codebase. Features an intuitive task creation wizard, provider profiles with verified ratings, and one-tap booking flows.

2. Hyperlocal Proximity Matching Engine

Leveraging PostgreSQL spatial indexing, the backend performs sub-50ms distance queries to show nearby available handypersons within precise geographic radiuses, reducing search friction and maximizing localized job conversions.

3. Merchant Deals & Digital Voucher Redemption

Handypersons create customized marketing offers and discount vouchers directly from the app. Customers discover nearby specials, clip digital vouchers, and redeem them during in-app checkout or via scanned QR codes upon service completion.

4. Real-Time In-App Messaging & Scoping

Integrated WebSocket chat infrastructure connects customers and providers instantly for task scoping, photo sharing, customized quotes, and job confirmation without leaving the application.

5. Secure Stripe Connect Checkout & Admin Console

Frictionless card payments with automated escrow disbursement upon task completion. A dedicated web administrative portal provides platform management, merchant KYC approvals, dispute resolution, and live revenue analytics.

Technologies

04 / 06

The technology stack was selected for rapid development velocity, native mobile responsiveness, sub-second query performance, and horizontal scalability.

Frontend & Portals
React 19
Modern reactive multi-role portal interfaces
Tailwind CSS
Clean, accessible clinical UI design system
TypeScript
End-to-end type safety across clinical models
AI & Clinical NLP
OpenAI GPT-4o
Structured SOAP note generation & ICD-10/CPT coding
Whisper AI
Ambient consultation transcription with speaker diarization
Custom PHI Redaction
Zero-data-retention client-side identifier masking
Backend & Interoperability
FastAPI (Python 3.11)
High-throughput asynchronous healthcare API gateway
AthenaHealth FHIR API
Bidirectional sync across 15 clinical data tiers
MongoDB Atlas
Encrypted document store for clinical encounters
Security & Cloud
AWS HealthLake & KMS
HIPAA-compliant hosting with field-level AES-256 encryption
Docker & Kubernetes
Isolated, auto-scaling microservice infrastructure

Team

05 / 06

A dedicated, cross-functional agile engineering pod worked in lockstep with the client through weekly sprints, daily asynchronous check-ins, and rapid user-testing iterations.

01
Project Manager
Dedicated Woltrio Pod Member
01
Lead Mobile Engineer
Dedicated Woltrio Pod Member
01
Full-Stack Backend Engineer
Dedicated Woltrio Pod Member
01
UI/UX Product Designer
Dedicated Woltrio Pod Member
01
QA Engineer
Dedicated Woltrio Pod Member
Agile Delivery Framework: Bi-weekly sprint planning, continuous automated testing, and direct Slack / video alignment with Nerihya's product lead ensured zero blockers throughout the 2-month MVP cycle.

Results

Project duration: 2 Months (Record Time)
4.5 / 5.0
Clutch Verified Rating
5.0 in Quality, Cost & Schedule
2 Months
MVP Delivery Speed
From concept to App Store launch
100%
On-Budget Delivery
Zero unexpected cost overruns

Woltrio successfully delivered the full-featured Nerihya mobile marketplace on schedule within the agreed 2-month timeline and strictly within budget.

The deployed application achieved sub-50ms query response times for hyperlocal handyperson discovery across UK postcodes, flawless digital voucher redemption, and smooth in-app messaging. Following deployment, Nerihya validated the platform with high customer satisfaction and earned a verified 4.5/5.0 review on Clutch with perfect 5.0 scores for quality, schedule adherence, and value.

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Powering Your Solutions With

Python
Python
Selenium
Selenium
React Native
React Native
Flutter
Flutter
TypeScript
TypeScript
PyTorch
PyTorch
TensorFlow
TensorFlow
Playwright
Playwright
Puppeteer
Puppeteer
React
React
Next.js
Next.js
Tailwind CSS
Tailwind CSS
Vue.js
Vue.js
Python
Python
Selenium
Selenium
React Native
React Native
Flutter
Flutter
TypeScript
TypeScript
PyTorch
PyTorch
TensorFlow
TensorFlow
Playwright
Playwright
Puppeteer
Puppeteer
React
React
Next.js
Next.js
Tailwind CSS
Tailwind CSS
Vue.js
Vue.js
Node.js
Node.js
FastAPI
FastAPI
Go (Golang)
Go (Golang)
PostgreSQL
PostgreSQL
Redis
Redis
Supabase
Supabase
MongoDB
MongoDB
Docker
Docker
Kubernetes
Kubernetes
AWS
AWS
Google Cloud
Google Cloud
Microsoft Azure
Microsoft Azure
Cloudflare
Cloudflare
Node.js
Node.js
FastAPI
FastAPI
Go (Golang)
Go (Golang)
PostgreSQL
PostgreSQL
Redis
Redis
Supabase
Supabase
MongoDB
MongoDB
Docker
Docker
Kubernetes
Kubernetes
AWS
AWS
Google Cloud
Google Cloud
Microsoft Azure
Microsoft Azure
Cloudflare
Cloudflare
LinkWell— HIPAA-Compliant AI Scribe & Closed-Loop | Woltrio