Real estate agency: faster response, clearer handoffs.

The problem

Leads were going cold during the day, after hours, and on weekends. We built two agents: one for email and one for phone. Both answer, qualify, book appointments, and hand the team a summary. The agency reported average response time moving from about 12 hours to under 10 minutes, lead-to-appointment conversion improving 11x, and 24/7 coverage.

What we built

We started by mapping the process, the information that mattered, the decisions that had to remain human, and the handoff the team needed. The build was tested on sample data before it was connected to live work.

What changed

Leads were going cold during the day, after hours, and on weekends. We built two agents: one for email and one for phone. Both answer, qualify, book appointments, and hand the team a summary. The agency reported average response time moving from about 12 hours to under 10 minutes, lead-to-appointment conversion improving 11x, and 24/7 coverage.

Results depend on the starting process, lead quality, follow-through, and the way a team uses the system. The reason to review this case is to understand the approach, then decide whether a similar bottleneck exists in your own business.

Security and control

The client kept control of credentials and approvals. Work that could affect a customer or record was bounded by clear rules and reviewed during tuning.