AI-Based Lead Distribution SaaS for Healthcare

Intelligent Patient Lead Management with AI Automation
Category:

AI-Powered SaaS / Healthcare Lead Management

Services:

Product Strategy & Workflow Optimization, Frontend Development, Backend Development, AI Logic Implementation, Database Optimization & Integration

Team:

4 Specialists

Results

The client used a soft launch approach to release the app: without huge investments or sensational promo campaigns.

80

%

Performance improvement after refactoring and optimizing the application.

100

%

Centralized platform for managing patient inquiries and lead distribution.

Real-Time

AI-driven routing ensures patient inquiries reach the correct department instantly.

About the project

The client

Credfolio aimed to build a healthcare-focused SaaS platform that improves patient engagement and response times by intelligently routing inquiries to the appropriate medical staff or department.

Project background

Healthcare providers often struggle with delayed responses and fragmented systems when handling patient inquiries. The goal was to centralize lead management, automate routing, and improve operational efficiency while ensuring secure handling of healthcare data.
The platform also required document classification, certification tracking, and CME credit management for healthcare professionals.

Challenges FAced

Legacy codebase with performance and scalability issues.

Over 1,800 TypeScript errors and inefficient state management.

Poor database design affecting query performance.

Mismanaged document classification and CME credit calculations.

High technical debt and unused code affecting application speed.

Ensuring real-time AI lead routing in a healthcare-compliant environment.

Carpe Diem's Mission

Taking into account the project’s background, our mission was to refactor and optimize the platform while implementing AI-powered routing and document management capabilities.

Refactor the existing codebase to reduce technical debt.

Implement AI-based routing to assign patient leads to appropriate staff.

Develop automated document classification and CME credit tracking.

Optimize database queries and platform performance.

Ensure secure handling of sensitive healthcare information.

"Just wanted to shoot you a message and say that you have put together a great team. This is the best group I have ever worked with over my 17 years of working from home full time."

Lehman Hailey, Director Business Launch Pro

The goals

The goal of the project was to create a scalable healthcare lead management platform that automates routing and improves patient engagement.

Centralize patient inquiries and lead data.

Automatically route leads to the correct department using AI.

Track certifications, documents, and CME credits automatically.

Improve application performance through refactoring and optimization.

Ensure compliance with healthcare privacy and security standards.

THE Solution

We redesigned and optimized the platform to deliver a centralized system for healthcare lead management and document tracking.

The platform collects patient inquiries from multiple sources and uses AI-driven routing logic to assign leads to the appropriate doctor, specialist, or department.

OpenAI-powered classification automatically categorizes uploaded documents such as medical licenses, certifications, and training records.

The system calculates CME credits and tracks expiration dates for professional certifications.

Performance improvements included resolving over 1,800 TypeScript errors, optimizing local state management, and removing unused code, improving responsiveness by approximately 70–80%.

Database queries were indexed and optimized to support faster data retrieval and improved scalability.

Real-time notifications alert staff about new patient inquiries or expiring credentials.

The system was designed with healthcare data security and privacy standards in mind.

No budget increase!

No timeline extension!

THE MAIN FEATURE

Centralized Lead Management

Manage all patient inquiries in one platform.

AI Lead Routing

Automatically assign leads to the correct staff.

Document Classification

AI categorizes certifications and medical documents.

CME Credit Tracking

Monitor credits and certification expirations.

Real-Time Notifications

Alert staff about new inquiries and updates.

Features

User

Secure user authentication

Profile management

View patient leads

Document uploads

Notification alerts

Events

Lead assignment updates

Document classification status

CME tracking updates

Credential expiration alerts

Business

Business account management

Centralized project dashboard

AI lead routingAI lead routing

Compliance tracking

Analytics & reporting

Admin authentication

User management and reporting

Businesses management and reporting

Event management and reporting

Transactions

Looking to launch

a successful product?

WHAT OUR CLIENTS
SAY ABOUT US

Director - Business Launch Pro

Lehman Hailey

"Just wanted to shoot you a message and say that you have put together a great team. This is the best group I have ever worked with over my 17 years of working from home full time."

5.0

Director - Trend Lab

Yasmin George

“Your team is wonderful to work with! I got say even with some hurdles we've had, they are very communicative and having a problem solving mentally, and not to mention very polite and professional.”

5.0

Founder at Scale to Sale Consulting

Mark Crandall

"If you are looking for software, Carpe Diem is a game-changer. This is coming from someone who has never successfully implemented a tool and has been a solopreneur for 5+ years now."

5.0

Partner - Heart Of America Window Cleaning

Zack Atkeson

"We just hit an amazing milestone for Code Needs Janitorial. That's incredible! Well done, team! Haha, he was so excited and wanted to thank everyone. He’s even wondering if we can slow things down a bit!"

5.0

REVIEWED ON

REVIEWED ON

REVIEWED ON

Modern
Tech stack

Why Carpe Diem is a Top Choice for Mobile Application Development Services in USA

Carpe Diem believes in adopting a user-centric approach to software development, placing the end-user at the heart of everything we do. As a premier mobile application company, we are dedicated to delivering cutting-edge mobile development services that drive transformative results. Our expertise in crafting bespoke application development solutions empowers businesses to thrive, outpace the competition, and achieve long-term success.
Our commitment to client
satisfaction includes providing
round-the-clock support to
address any issues or queries
promptly.
24/7 Support
Quality Assurance
Being the best company for app development, we ensure our apps achieve high ratings and maximum ROI on app stores.
As one of the app development firms in the USA, we have delivered 500+ mobile projects successfully for app development.
Reliable Partner
Creative Problem Solving
Our mobile apps developers employ innovative and creative problem-solving approaches in app development.
Our customized app
development solutions are
tailored to client requirements
and their business goals that
help them flourish.
Tailored Solutions
10+ Years of Experience
With a successful track record spanning over 10 years, our app development company has delivered numerous outstanding projects.
We hire a dedicated mobile
application developer to tackle every task and develop apps across various industries & sectors.
Industry
Knowledge
Skilled Professionals
We are a dedicated team of 200+ skilled professionals committed to achieving excellence in every project.
24/7 Support
Our commitment to client satisfaction includes providing round-the-clock support to address any issues or queries promptly.
Quality Assurance
Being the best company for app development, we ensure our apps achieve high ratings and maximum ROI on app stores.
Reliable Partner
As one of the app development firms in the USA, we have delivered 500+ mobile projects successfully for app development.
Creative Problem Solving
Our mobile apps developers employ innovative and creative problem-solving approaches in app development.
Tailored Solutions
Our customized app development solutions are tailored to client requirements and their business goals that help them flourish.
20+ Years of Experience
With a successful track record spanning over 20 years, our app development company has delivered numerous outstanding projects.
Industry Knowledge
We hire a dedicated mobile application developer to tackle every task and develop apps across various industries & sectors.
Skilled Professionals
We are a dedicated team of 200+ skilled professionals committed to achieving excellence in every project.

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