Case Studies: Real Results

How Indian businesses are closing more deals with less busywork.

Real Estate

n8n Automation

WATI

AI Analysis

Pre-Sales

Marathon Realty

Real Estate

Problem

Pre-sales processes relied heavily on manual handling of call transcripts and customer communication. This resulted in operational delays, inconsistent follow-ups, limited analytical insights, and scalability constraints as inquiry volumes grew.

System

Workflow and system architecture design
End-to-end n8n automation for pre-sales call transcripts with AI-based diarisation and analysis
WhatsApp chatbot integration via WATI + n8n with backend logic and frontend conversational flows
Prompt engineering and AI logic configuration
End-to-end testing, troubleshooting, and optimization for scalability
Structured handoff for future expansion

Impact

**Reduced manual workload, faster customer response times, structured and analyzable pre-sales data, and a scalable communication infrastructure.** Marathon Realty transitioned from manual processes to an AI-driven, automation-first workflow.