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Case Studies

Six active engagements. Real systems, real constraints.

Detailed write-ups are being finalized with each client. Here's what's currently in delivery — full metrics and outcomes coming soon.

NBFC

Loan Pre-Qualification Assistant

A conversational AI layer that screens loan applicants against underwriting criteria before human review, reducing time spent on ineligible applications.

Time saved
Leads qualified
Response time
NBFC

Customer Support Automation

24/7 conversational support handling EMI queries, repayment schedules, and document status — with seamless escalation to live agents.

Queries resolved
Agent hours saved
CSAT impact
Real Estate

Site-Visit Booking Engine

WhatsApp-first AI that qualifies buyer intent and books site visits directly into the sales team's calendar across a multi-tower residential launch.

Visits booked
Lead-to-visit rate
Response time
Real Estate

CRM Automation Layer

Automated lead routing, scoring, and follow-up sequencing across a developer's full project portfolio, eliminating manual handoffs between marketing and sales.

Leads automated
Follow-up rate
Conversion lift
Real Estate

Project FAQ Assistant

A conversational knowledge layer answering buyer questions on pricing, possession dates, amenities, and floor plans across multiple live projects.

Queries handled
Accuracy rate
Deflection rate
Real Estate

Post-Sale Engagement Bot

Automated updates and support for buyers post-booking — construction milestones, payment reminders, and document requests, without manual follow-up.

Buyers engaged
Tickets deflected
Satisfaction score

Metrics will be published as each engagement reaches its review milestone, with client approval.

Want details on a specific use case?

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