Case Study

Building the Future of Real Estate Coaching

 

OVERVIEW

The Referral System That Builds Careers Meets
the AI Engine That Scales Them

The Buffini & Company and Inside Real Estate integration is a landmark partnership that brings three decades of proven referral-based coaching methodology directly into Streams, an AI-powered mobile workspace within BoldTrail.

 

  • Mobile App (ios/Android)

  • Senior Product Manager

    • AI Assistant Integration (MCP)

    • Agent Journey Planning

    • Alpha & Beta Groups Live Sessions/Feedback Collection

    • Team Coordination (Engineering, Product, Onboarding, Product Marketing, Training)

 

Objective

Bring the Buffini Working by Referral methodology into BoldTrail Streams, enabling agents to have one workflow and one place to manage their relationships and business activities. The first two phases delivered a fully branded "Buffini Mode" within Streams, centered on the Priority Action Center (PAC), the Ask Buffini AI Assistant, Win the Day / Win the Week goal tracking, and Annual Goal Setting.

Impact

Previously, Agents who have subscribed to a Real Estate Coaching program had to invest time in updating separate systems. This partnership and integration was centered around providing the best possible workflow for Agents. This is being introduced to a concentrated group of approximately 200 beta users and will eventually be rolled out to over 10,000 users.

Role and Key Decisions

The integration spans multiple teams, so I joined to act as the connective tissue between our Mobile and AI Engineers, Onboarding & Provisioning, Training, and Product Marketing teams as well as the Buffini Product, Marketing, and Training team members. We leveraged an MCP server to integrate Buffini Coaching content into the Streams AI Assistant.

I am leading key decisions on UX/UI from interactions and tuning with the AI Assistant, weekly live feedback sessions with our Beta group, and overall coordination between all of the teams as we approach our next phase.

What Shipped & Results

We have shipped: the Buffini Priority Action Center in our Streams Mobile App, an AI Assistant leveraging an MCP server to weave in the Referral Maker coaching methodology. Results are promising with over 94% of AI Assisted conversations rating as positively or neutral.

What Would I Do Differently?

Ensure alignment on AI Assistant responses and create an internal scorecard for the responses and prioritize responses from the right source when it comes to contacts. With context being derived from two systems - BoldTrail and Referral Maker - the friction points are around the model not properly prioritizing Buffini content over our BoldTrail responses.