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From the Field
Lessons learned from real deployments, real constraints, and real adoption.
What You'll Find Here
Real estate tech doesn’t live in a vacuum. It lives inside teams, policies, MLS environments, and real human habits. This section shares what we’ve learned from building and rolling out AI tools in the real world, including what worked, what surprised us, and what we’d do differently.
Field notes from pilots, onboarding, and rollouts
Adoption patterns (what teams actually use vs ignore)
Common pitfalls and how to avoid them
Practical insights shaped by MLS realities
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