šŸ›’ CPG Store Visit Copilot

AI-Powered Field Sales Assistant with Vision, Forecasting & Agentic Orchestration

šŸ” Shelf & Planogram Auditor

Real-time SKU detection, OOS identification, and compliance scoring

0
SKUs Detected
0
Out of Stock
--
Compliance %
--
Share of Shelf

šŸ“Š Predictive Replenishment & Scheme Optimizer

AI-powered demand forecasting with optimal trade scheme selection

7-Day Demand Forecast

142
Units to Order
ā‚¹8,200
Projected GMV
18%
Net Margin
S2
Best Scheme

šŸ¤– AI Sales Agent Chat

Conversational AI that orchestrates shelf audits, forecasts, and recommendations

Hello! I'm your AI field companion. I can help you audit shelves, forecast demand, and optimize your visit. What would you like to do?

āš” Dare-to-Compare Benchmark

Performance metrics across CV accuracy, forecast quality, and system latency

Computer Vision

mAP@0.5: 0.87
Compliance F1: 0.92
Inference: 45ms

Forecasting

sMAPE: 12.3%
WRMSSE: 0.68
vs Baseline: +23%

System Performance

Agent P50: 280ms
Agent P95: 850ms
Offline Mode: āœ“

Business Impact

GMV Uplift: +ā‚¹12.4K
Margin Improvement: +3.2%
Visit Efficiency: +40%

Overall Performance Score: 85%

šŸ“‹ Visit Summary Report

Comprehensive visit analysis with actionable insights and recommendations

Visit Summary Report

Store: SuperMart Downtown | Rep: Garima Sangwan | Date: Aug 17, 2025

šŸ” Shelf Audit Results

SKUs Audited: 24 | Compliance Score: 82%

Out of Stock: 3 items (Cola 500ml, Chips BBQ, Energy Drink)

Share of Shelf: Brand X: 45%, Brand Y: 32%, Others: 23%

šŸ“ˆ Replenishment Recommendations

Cola 500ml: Order 24 units | Scheme S2 | ROI: +ā‚¹2,400

Chips BBQ: Order 18 units | Scheme S1 | ROI: +ā‚¹1,800

Energy Drink: Order 12 units | No scheme | ROI: +ā‚¹960

šŸ’° Financial Impact

Total Order Value: ā‚¹18,450

Projected GMV Increase: +ā‚¹8,200 (18% margin)

Scheme Savings: ā‚¹1,240

šŸŽÆ Next Actions

  • Follow up on Cola 500ml delivery in 3 days
  • Review planogram compliance for snacks section
  • Schedule promotional display setup for next week