AI & Computer Vision for Field Intelligence & Retail Execution

Sales teams lacked visibility into in-store execution, product placement, and asset utilization. Manual tracking of planogram adherence, competitor activity, and route execution resulted in inconsistent shelf utilization, poor merchandising control, and limited insight into field performance and territory efficiency

AI computer vision platform analyzing retail shelf execution

Retail execution is no longer inconsistent—it is monitored, optimized, and insight-led

The Challenge

Limited Visibility into In-Store Execution and Inefficient Field Intelligence

Sales teams lacked real-time visibility into product placement, planogram adherence, and asset utilization across retail locations. Manual tracking of merchandising activities, competitor presence, and route execution resulted in inconsistent shelf utilization, poor control over in-store execution, and limited insights into field performance and territory efficiency

Solution

Implemented AI and Computer Vision models to analyze in-store images for planogram adherence and shelf utilization
Enabled image-based classification of products, competitor presence, and empty shelf space
Developed Track & Trace capabilities using geo-tagged data for monitoring field activities and route execution
Built route planning and optimization features to improve coverage and territory efficiency
Integrated mobile applications for real-time image capture, field updates, and execution tracking
Enabled analytics dashboards for monitoring execution quality, coverage, and merchandising performance
Captured competitor activities and market insights through structured field data collection

Retail analytics dashboard for field intelligence and route planning

Impact

Improved operations, Retail Visibility, and Data-Driven Decision-Making

Improved visibility into in-store execution and merchandising performance
Enabled data-driven monitoring of planogram adherence and shelf utilization
Strengthened field accountability through track-and-trace capabilities
Enhanced route efficiency and territory coverage
Provided actionable insights on competitor activity and market trends

Measurable Impact

~40%+

improvement in field execution productivity

100%

real-time visibility in tracked field activities

60–70%

reduction in Manual Audits