Solution 2
AI Product Recognition & Market Intelligence
A sales mobile application captures GPS-verified outlet visits and guided photos. Computer vision converts those photos into structured product, promotion and competitor measurements.
Hanuman facings
28
Competitor facings
42
Shelf share
40%
Confidence
0.94
Outlets in pilot
6
5 provinces · 4 distributors
Visits (this week)
6
1 planned · 1 review required
Photos analysed
1,684
97% passed quality checks
Open follow-ups
4
auto-created from AI results
Outlets & territories
Outlet master, GPS coordinates, distributor, territory, assigned rep and visit frequency.
6 outletsVisits & mobile app
Visit plans, GPS check-in/out, guided photos, offline sync and completion rules.
6 visitsAI recognition review
Detections, facings, shelf share, missing products, promotion checks and human validation.
Reviewer screenMarket analytics
Province, territory, outlet and salesperson comparison plus campaign trends.
DashboardsOutlet visibility scores
Availability, facings, shelf share and compliance combined
| Outlet | Province | Rep | Score |
|---|---|---|---|
| Chip Mong Mart – Toul Kork | Phnom Penh | Sar Panha | 88/100 |
| Sok San Grocery | Siem Reap | Chea Nita | 61/100 |
| Riverside Beer Garden | Phnom Penh | Sar Panha | 94/100 |
| Battambang Wholesale Hub | Battambang | Vann Sokha | 47/100 |
| Ochheuteal Beach Bar | Preah Sihanouk | Long Dara | 79/100 |
| Kampong Cham Mini Mart | Kampong Cham | Chea Nita | 55/100 |
Automatic follow-up tasks
Created when AI detects an exception
| Issue | Type | Owner | Due | Status |
|---|---|---|---|---|
| ISU-2210 | Missing product | Vann Sokha | 2026-08-13 | Open |
| ISU-2209 | Promotion non-compliance | Chea Nita | 2026-08-12 | Open |
| ISU-2205 | Photo validation failed | Chea Nita | 2026-08-11 | In progress |
| ISU-2201 | Weak shelf share | Chea Nita | 2026-08-15 | In progress |
| ISU-2188 | Stock discrepancy | Kim Sovann | 2026-08-11 | Resolved |