Case Studies
Real outcomes from pharma, FMCG, and agri field teams using WhatsApp Lite.
92% Reporting Compliance in 30 Days
How a 180-rep pharma team moved from scattered WhatsApp groups to a single source of truth with geo-tagged doctor calls.
Retailer Order Errors Down by 70%
A Tier-2/3 FMCG brand eliminated lost orders, improved beat compliance, and grew sales by 12% in 8 weeks.
2× Demo Tracking, 20% Better Forecasts
An agri brand unified dealer visits and farmer demo attendance to sharpen seasonal demand planning.
92% Reporting Compliance in 30 Days (Pharma)
180 reps • North India • Daily Call Reporting, Attendance & Geo-tagging
Client Profile
Mid-size pharma company with cardiology & general medicine portfolio; 180 medical reps and 12 area managers.
Challenges
- Scattered WhatsApp groups; only 45% reps submitted daily reports.
- Managers spent 3–4 hours/day compiling data.
- No real-time doctor coverage or geo-compliance.
Solution Implemented
- WhatsApp Lite bot for doctor call reporting, attendance & geo-tagging.
- Manager dashboard with coverage heatmaps & missed-visit alerts.
- Simple SOPs + 1-week onboarding.
Results
- Reporting compliance: 45% ➜ 92% in 30 days.
- Manager time savings: 12 hrs/week previously spent on manual compilation.
- Doctor coverage: +18% in 90 days.
Tech Stack
WhatsApp Business API, secure webhooks, role-based dashboards, optional ERP sync.
Retailer Order Errors Down by 70% (FMCG)
120 reps • Maharashtra • Order Capture, Beat Tracking & Stock-out Alerts
Client Profile
Tier-2/3 FMCG brand selling packaged foods & personal care via distributor network.
Challenges
- Retailer orders taken via calls/WhatsApp; frequent misplacements.
- No visibility into beat coverage or expiries/stock-outs.
- Revenue leakage due to manual errors.
Solution Implemented
- Order capture via WhatsApp templates + auto-validation.
- Geo-tagged beat plan tracking for reps.
- Real-time stock-out & expiry alerts to managers.
Results
- Order processing errors reduced by 70%.
- Beat plan compliance improved by 25%.
- Net sales grew by 12% in 8 weeks.
Tech Stack
WhatsApp Business API, validation rules, dashboards, optional ERP integration.
2× Demo Tracking, 20% Better Forecasts (Agri-Inputs)
85 reps • Punjab & Haryana • Dealer Visit Logs, Farmer Demo Attendance & Seasonal Forecasts
Client Profile
Agri-inputs company selling hybrid seeds & fertilizers via dealer network; farmer outreach programs.
Challenges
- Dealer visits reported via phone; no structured records.
- Farmer demos untracked; weak ROI measurement.
- No seasonal demand forecasting insights.
Solution Implemented
- WhatsApp Lite bot for dealer visit logging & farmer demo attendance.
- AI dashboard for territory coverage & season demand trends.
- Voice input support for regional languages.
Results
- Dealer coverage accuracy improved by 35%.
- Demo participation tracking increased by 2×.
- Seasonal forecasting accuracy improved by 20%.
Tech Stack
WhatsApp Business API, event tracking, analytics layer, optional DMS/ERP sync.



