Case studies & research · deployed in production

Systems that earned their keep.

Every project below is live today. Every paper below powers a project. We ship the smallest system that removes the biggest choke — then we measure it.

Meridian Realty

Real estate · Gurugram

Retired the paper site map, tripled walk-in conversion in 60 days.

Problem — Sales floor was reprinting site maps on every price revision. Buyers left with stale sheets and cold WhatsApp threads; conversion sat under 8%.

What we shipped — Deployed the DotPlot QR desk kit across 3 project sites. Bound their layouts into the 3D viewport, wired live plot state, and routed WhatsApp handoffs straight to the assigned sales rep.

3.1×

Walk-in conversion lift

Paper site maps reprinted since

12s

Median inventory sync latency

"Walk-in conversion tripled inside 60 days. The QR desk kit paid for itself in the first month."

— Rohan Malhotra, Head of Sales · Meridian Realty

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Konnect Grove

Plotted development · Pune

One QR sticker replaced a five-person site-plan desk.

Problem — Every buyer arriving on site needed a walkthrough of a laminated master plan — a floor staff of five, still missing conversions to weekend crowds.

What we shipped — Single acrylic QR desk stand. Buyers open the 3D viewport on their own phone, filter by size / facing / budget, and tap a plot for one-tap WhatsApp handoff to sales.

82%

Self-serve viewport sessions

5 → 1

Site-plan staff needed on weekends

App downloads required

"We retired paper site maps entirely. Buyers scan, tap a plot, and the WhatsApp handoff routes straight to my team."

— Anjali Verma, Director, Sales Ops · Konnect Grove

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Northline Retail

Retail ops · pan-India

Bilingual voice AI took 92% of inbound qualification calls off human agents.

Problem — Inbound calls to 40 stores spiked on weekends; agents spent 70% of shifts qualifying leads that would never convert.

What we shipped — Deployed a bilingual (Hindi + English) voice-AI worker that qualifies, tags intent, books store visits, and hands hot leads directly to store managers over WhatsApp.

92%

Calls fully handled by AI

4.6s

Median AI response latency

38%

Weekend footfall uplift

"Our agents stopped drowning in low-intent inbound. The AI worker converts to a store visit before a human ever picks up."

— Karan Iyer, CTO · Northline Retail

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Praxis Estates

Enterprise real estate

Zero hosted map fees across 14 projects, white-labeled to their domain.

Problem — Existing map SaaS billed per session and per tile. Enterprise procurement flagged the vendor lock-in and the growing hosted-map bill quarter over quarter.

What we shipped — Ported all 14 project layouts into DotPlot Enterprise. White-labeled viewport served from their domain, tiles cached on CDN edge, zero per-session pricing.

Ongoing hosted-map spend

<50ms

Edge tile render latency

Projects live on one platform

"Zero hosted map fees, zero app downloads. It just works on every buyer's phone — that alone made the case internally."

— Priya Nair, VP Product · Praxis Estates

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In their words

What the operators say off the record.

"Walk-in conversion tripled inside 60 days. The QR desk kit paid for itself in the first month."

Rohan Malhotra

Head of Sales · Meridian Realty

"We retired paper site maps entirely. Buyers scan, tap a plot, and the WhatsApp handoff routes straight to my team."

Anjali Verma

Director, Sales Ops · Konnect Grove

"Our agents stopped drowning in low-intent inbound. The AI worker converts to a store visit before a human ever picks up."

Karan Iyer

CTO · Northline Retail

"Zero hosted map fees, zero app downloads. It just works on every buyer's phone — that alone made the case internally."

Priya Nair

VP Product · Praxis Estates

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