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  3. Multilingual WhatsApp AI Agent for Lead Operations
Real EstateLive in production since October 2025

Multilingual WhatsApp AI Agent for Lead Operations

Built a production AI WhatsApp agent with persistent memory, automated scheduling, lead qualification, and CRM pipeline updates in real time.

Multilingual WhatsApp AI Agent for Lead Operations

Client

Atlas Property Group

Industry

Real Estate

Status

Live in production since October 2025

Scale

6 regions, 24/7 operation, 12-language support

Program Delivery Record

Deployment statusLive
Architecture reviewPassed
Delivery frameworkARC
Accountability modelEnd-to-end

< 18 seconds

Lead Response Time

Average first-response latency measured over last 90 days.

85%

Manual Triage Reduction

Measured from baseline support workload before launch.

+43%

Qualified Meetings Booked

Quarter-over-quarter increase in sales-qualified appointments.

01

Business Challenge

Inbound leads were handled manually across WhatsApp and phone. The client was losing after-hours opportunities and spending too much time on repetitive triage.

02

Execution Architecture

Event-driven AI orchestration with multilingual NLU, memory store, intent routing, and escalation policies for human takeover.

03

Modules Activated

  • Customer Operations Engine
  • Automation and Orchestration Layer
  • Revenue and Pipeline Control

Stack & Integrations

WhatsApp Business APIHubSpotGoogle Calendarn8n workflow runnerPostgreSQL

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