endorsedCompleted

AI Chatbot MVP and Web & Mobile Apps for Real Estate

Services Covered:

AI and Machine Learning • Mobile Application Development • Website Development • Software QA and Testing

Industry

Real Estate

Duration

8 months

Budget

Confidential

Start Date

1 July 2025

Team Size

1-5 Employees

Engagement Model

Offshore

Project Capability Score (PCS)

83/100

Strong

Project Capability Score (PCS) estimates how capable CML Team LTD is of successfully delivering a project like this, based on its past experience, track record, and ability to handle similar work. Learn more about PCS

Client

Confidential

St. Louis, United States of America

Project Summary

CML Team LTD developed an MVP chatbot and companion web and mobile applications for a real estate investment company, integrating OpenClaw and advanced AI capabilities. The scope included backend and frontend redevelopment, mobile enhancements (audio/video), interactive analytics dashboards, web-scraping infrastructure with block detection, and an agentic AI system to autonomously generate scrapers. The vendor deployed services to Google Cloud and helped the client validate their AI-driven concept. The client praised the team's technical skills, problem-solving, and continuous support during demos.

Key Challenges

Build a chatbot capable of managing multiple AI agents within end-to-end flows
Present information in clean UI cards to support funding and internal use
Deliver a production-ready MVP with a dedicated internal UI on a small initial budget
Integrate OpenClaw to reduce manual work and enable automation
Design and deploy resilient scraping infrastructure with block detection and adaptive bypass
Create an agentic AI system to autonomously navigate sites and generate tailored web scrapers
Prioritize critical modules and rapidly produce a proof of concept

Project Deliverables

Complete backend redevelopment from scratch
Refactored and enhanced mobile app (including audio/video recording)
Integrated advanced AI capabilities (speech-to-text, translation, object recognition)
Interactive dashboards with analytics and filtering
Personal user cabinet with results, statistics, and activity history
Secure passwordless login implementation
Deployment to Apple App Store and Google Play Store
Extensive frontend redevelopment
Web scrapers with multi-page navigation, block detection, and bypass logic
Agentic AI system (OpenClaw and Claude Code) for autonomous scraping and insights
Multi-agent OpenClaw setup for automation and project management
Deployment of services to Google Cloud

Project Solution

CML Team LTD redeveloped the backend from scratch and extensively refactored the mobile and frontend applications, adding audio and video recording features. They integrated advanced AI capabilities including speech-to-text, translation, and object recognition, built interactive dashboards and a personal user cabinet, and implemented secure passwordless login. They developed resilient web-scraping infrastructure with block detection and adaptive bypass logic, created an agentic AI system using OpenClaw and Claude Code to autonomously generate scrapers, set up a multi-agent OpenClaw environment, and deployed services to Google Cloud; they also published the mobile apps to the Apple App Store and Google Play Store.

Project Outcome

They delivered robust web and mobile applications
The team provided continuous support during demos and worked extended hours when needed
The vendor helped the client prove the concept could be done with AI
The client highlighted strong problem-solving and technical skills in software development and AI integration

Platforms

Mobile
Web
Cloud

Tech Stack

iOS
Android
Google Cloud Platform (GCP)

Client Endorsement

Overall Review Rating

Timeliness

Cost Rating

Willing to Refer

Quality of Deliverables

“CML Team LTD successfully delivered the client's web and mobile applications. The client was able to prove their concept with AI, thanks to the team's help. CML Team LTD provided continuous support, worked extended hours, and showcased their problem-solving skills.”
Anonymous
Co-Founder
Date: 04/21/2026