PropertyPilot: AI-Powered Real Estate Platform Stabilization, Performance Optimization, Subscription Management & iOS App Launch

AddWeb Solution was engaged to stabilize and optimize an AI-powered real estate research platform for Ryan Mitchell, a US-based real estate technology business owner. The platform helps real estate professionals search, analyze, and discover property opportunities using natural language.

Over a 3-week engagement, AddWeb Solution resolved critical bugs, improved application performance and responsiveness, prepared the platform to support up to 1,000 concurrent users, optimized Regrid API usage and costs, implemented and validated subscription management workflows, and provided technical support for the iOS App Store submission process

Stabilization, Performance Optimization, Subscription Validation, Scalability Preparation, and API Optimization

AddWeb Solution started with a focused technical review of the application to identify critical bugs, performance bottlenecks, responsiveness issues, subscription workflow gaps, API inefficiencies, and potential scalability constraints.

The priority was resolving the critical bugs identified during the review. Each issue was analyzed based on its impact on core user workflows before fixes were implemented and validated across the affected areas of the platform.

Performance optimization was performed across the application to improve response behavior and create a smoother experience for users interacting with property data and AI-powered search functionality at scale.

We built the subscription management system from scratch to ensure accurate user provisioning, reliable access control based on active plan status, and seamless billing workflow behavior. This was a critical commercial requirement for a subscription-revenue platform preparing for wider public release.

The application architecture and backend processing were reviewed with a target capacity of up to 1,000 concurrent users. Potential bottlenecks involving backend processing, database operations, and third-party API requests were addressed as part of the optimization process.

Regrid API usage was analyzed to identify opportunities to reduce unnecessary requests and improve data retrieval efficiency, addressing both application performance and API cost considerations as the subscriber base grows.

The final phase included iOS release and App Store submission support for the Capacitor-based mobile application.

100%

Project Completion

3

Project Duration

1

iOS App Submission Supported

6

Major Optimisation Areas

What It Delivers for Ryan Mitchell’s Real Estate Platform

Critical Bug Resolution
All critical bugs identified during the technical review were addressed through targeted debugging and functional fixes, improving platform reliability across important workflows

Improved Performance and Responsiveness
The application was optimized to improve processing efficiency and responsiveness, providing a smoother experience when users interact with property searches, data, and AI-powered features.

Scalability Support
The platform was optimized to support up to 1,000 concurrent users, addressing scalability concerns and establishing a stronger foundation for future subscriber growth.

Subscription Management Implementation From Scratch
Subscription management system implemented from scratch; access control and billing workflows were correctly implemented and validated, ensuring users are accurately provisioned based on their active plan and that the platform’s subscription revenue model operates reliably ahead of wider release.

Regrid API Usage Optimization
Regrid API consumption was reviewed and optimized to reduce unnecessary requests, improve property data retrieval efficiency, and help control third-party API costs as subscriber numbers increase.

AI-Powered Real Estate Research
The platform enables real estate professionals to search for properties and land using natural language. Users can describe their requirements conversationally and use AI-powered functionality to support their research workflows.

iOS App Store Submission Support
AddWeb Solution provided technical assistance throughout the App Store submission process, supporting the preparation and release of the Capacitor-based iOS application.

Stronger Technical and Commercial Foundation
The combined stabilization, subscription management, and optimization work strengthened both the platform’s technical foundation and its commercial readiness for continued development and subscription-based growth.

Conducted a focused technical assessment across the Python and Flask back-end, front-end application, database, subscription system, third-party integrations, AI functionality, and iOS application.

Identified and resolved critical bugs discovered during the application review and validated affected workflows after implementation.

Optimized application architecture and back-end processing with a target capacity of up to 1,000 concurrent users to support subscriber growth.

Reviewed, implemented, and validated subscription verification workflows, user access control based on active plan status, and billing process behavior to ensure the subscription revenue model was functioning correctly ahead of wider release.

Improved application responsiveness across supported interfaces to create a smoother experience for real estate professionals interacting with property data and AI search.

Supported the AI-powered research workflow that allows users to search for properties and land through natural language queries using OpenAI and Anthropic Claude integrations.

Reviewed key integrations including Mapbox, Regrid, Firebase, Stripe, Apple StoreKit, SendGrid, OpenAI, Anthropic Claude, ATTOM Data, BatchData, and FRED.

Provided technical support for the Capacitor-based iOS application and its App Store submission requirements.

Reviewed the production environment hosted on Railway and optimized application behavior with reliability and scalability requirements in mind.

Validated major workflows following the implementation of fixes and optimization improvements, including subscription access control, to ensure continued platform stability.

Supported the transition toward production availability, including technical assistance for the iOS release and App Store submission process.

Analyzed Regrid API consumption and optimized requests to improve retrieval efficiency and reduce unnecessary third-party API usage and cost.

Reviewed application processing, response behavior, and back-end operations to identify and address performance bottlenecks across the platform.

“ AddWeb Solution helped us address the critical issues affecting the platform while improving performance, scalability, subscription workflows, and API efficiency. The work provided a stronger technical and commercial foundation and helped us move forward with our iOS application release. ”

A More Stable, Responsive, Scalable, Subscription-Ready and Release-Ready Real Estate Platform

Through AddWeb Solution’s focused stabilization and optimization engagement, Ryan Mitchell’s AI-powered real estate platform moved toward a more reliable, scalable, and commercially ready application.

All critical bugs identified during the review were addressed, while performance and responsiveness improvements created a smoother experience for real estate professionals using the platform. 

The subscription management system was correctly implemented and validated, ensuring users are accurately provisioned based on their active plan and that the platform’s subscription revenue model operates reliably as the user base grows.

The technical architecture was optimized with a target capacity of up to 1,000 concurrent users, helping establish a stronger foundation for future platform and subscriber growth. 

Regrid API usage was optimized to improve request efficiency and help control property data costs as subscription numbers increase.

The project also included iOS App Store submission support, helping move the Capacitor-based mobile application toward public release and subscription-based revenue generation.

With stabilization, subscription management, scalability preparation, API optimization, and release support completed within the planned 3-week engagement, the platform now has a stronger technical and commercial foundation for continued development and adoption.

100 %

Critical Bugs Resolved

1000

Concurrent Users Supported

3

On-Time Delivery

6

Level of Work and Complexity

Portfolio

Partner with AddWeb Solution for expert platform stabilization, performance optimization, subscription management, and mobile app release support.