AI Agents to Scale Property Management Operations

We are engaging with a multi-family operator and property management company to prototype a an LLM–driven voice and chat agent and backed by a real‑time RAG knowledge base—that plugs directly into the company’s CRM case queue. Deployed across nationwide buildings, the agent will answers leasing, maintenance, and policy questions 24 × 7, creates fully‑structured service tickets in seconds, and routes only complex issues to on‑site teams.

[ TIMELINE ]

7 months

[ CLIENT ]

CloudPro

[ INDUSTRY ]

Startup

E-commerce

[ CHALLENGE ]

CloudPro faced a classic scaling problem:


  • Sales teams were overwhelmed by low-quality leads, spending hours on demos that rarely converted.

  • Marketing campaigns drove quantity over quality, making it hard to identify high-value prospects.

  • Churn rates were climbing, with unqualified users failing to see the value of the product.


The leadership needed a smarter, data-backed way to prioritize outreach and allocate sales resources effectively.

[ SOLUTION ]

CloudPro implemented an AI-driven lead scoring system to analyze, qualify, and prioritize leads in real-time based on behavioral and firmographic data. Key components included:


  1. Behavioral Analysis
    The AI engine tracked user behavior across web, email, and product touchpoints — evaluating signals like page visits, time on site, feature usage, and trial engagement.


  2. Predictive Scoring Models
    Machine learning models were trained on historical conversion data to assign predictive lead scores, highlighting those most likely to convert and subscribe long-term.


  3. CRM & Sales Integration
    The system fed scores directly into the CRM, triggering alerts and playbooks for SDRs to follow up with top-tier leads while filtering out low-intent prospects.

[ RESULTS ]

40%

Conversion increased

2x

Recurring revenue

35%

Churn rate decreased

More Work

Empowering City Governments with AI

Empowering City Governments with AI

After prototyping AI chatbots for local cities, we are taking our tech stack nationwide and engaging several cities to build 24/7 chat and voice agents that help answer complex zoning, permitting, municipal code and resident services questions. Our AI expertise turned raw municipal data into a smart, responsive tool that slashes red tape and gives residents and developers the answers they need 24/67.

Empowering City Governments with AI

After prototyping AI chatbots for local cities, we are taking our tech stack nationwide and engaging several cities to build 24/7 chat and voice agents that help answer complex zoning, permitting, municipal code and resident services questions. Our AI expertise turned raw municipal data into a smart, responsive tool that slashes red tape and gives residents and developers the answers they need 24/67.

Applying AI Across the Development Process for Master Plan Project

Applying AI Across the Development Process for Master Plan Project

In a groundbreaking partnership with the City of Cleveland and the iconic Bone Thugs N Harmony, OMA Real Estate Holdings, the parent company of OMA, is co-founding the Harmony District—a master-planned community set to redefine urban living. We’re acquiring over 200 properties to build entertainment corridors, shopping centers, industrial flex spaces, affordable housing, restaurants, and lounges, creating an international tourist hub. AI is at the heart of this venture, woven into our development, capital-raising, and advisory practices. From underwriting acquisitions to optimizing construction timelines and attracting global investors, our AI agents deliver speed, insight, and scalability.

www.harmonydistrict.org

Applying AI Across the Development Process for Master Plan Project

In a groundbreaking partnership with the City of Cleveland and the iconic Bone Thugs N Harmony, OMA Real Estate Holdings, the parent company of OMA, is co-founding the Harmony District—a master-planned community set to redefine urban living. We’re acquiring over 200 properties to build entertainment corridors, shopping centers, industrial flex spaces, affordable housing, restaurants, and lounges, creating an international tourist hub. AI is at the heart of this venture, woven into our development, capital-raising, and advisory practices. From underwriting acquisitions to optimizing construction timelines and attracting global investors, our AI agents deliver speed, insight, and scalability.

www.harmonydistrict.org

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