
Custom AI infrastructure for 24/7 property leasing at scale
Premier Real Estate Management (PRE/3), a multifamily property operator managing 238 properties across multiple markets, faced growing pressure to modernize their digital leasing experience. Their existing approach relied on:
Several pain points emerged:
PRE/3 wanted to modernize—but needed a solution that wouldn't sacrifice accuracy or control.
During the discovery phase, PRE/3 evaluated both third-party chatbot vendors and a custom-built approach.
While off-the-shelf platforms can accelerate initial deployment, PRE/3 identified several long-term considerations:
In contrast, a custom AI system allowed PRE/3 to:
Strategic insight: For a portfolio operating at PRE/3's scale, these structural differences mattered more than short-term convenience. Systems built on owned infrastructure tend to become more cost-efficient over time, while per-unit SaaS pricing compounds as organizations grow.
This was not a "plug-and-play" chatbot problem. Real-world constraints shaped the solution:
Design and deploy a custom AI leasing chatbot pilot across three properties, intentionally treating the pilot as foundational infrastructure, not a one-off experiment.
Built a custom chatbot system with four core components:
Quality Control: Implemented AI evaluations that automatically test chatbot responses against expected behavior before any changes go live. This gives leadership confidence that the system maintains accuracy and professionalism as it evolves—without requiring manual review of every conversation.
Technical approach: The system performed well without complex retrieval pipelines. Careful prompt design and structured data separation delivered strong baseline performance while keeping the system simple and maintainable.
Pilot properties deployed
Total units covered
After-hours coverage
The chatbot is fully deployed and operational across the pilot properties. While quantitative metrics are pending further data collection, early outcomes include:
This phase successfully validated the technical and operational feasibility of a custom AI solution at PRE/3's scale.
A Phase 2 case study will follow once results are fully measured.
Let's discuss how AI can handle routine inquiries 24/7 while freeing your team to focus on high-value work.
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