Resources
Retail Execution Insights & Case Studies
Practical guidance and customer proof for CPG teams improving shelf visibility, field execution, and store-level decisions.
Scaling Retail Execution Across 485,000 Outlets
How a global beverage brand used Clobotics AI to expand outlet coverage, lower visit costs, and return to revenue growth in Southeast Asia.
33% Faster Store Audits: How Video Changed Retail Execution for a Global CPG Team
A global consumer goods company replaced photo-heavy store audits with guided video, cloud image analysis, and near-real-time field feedback—cutting collection time by one-third and fieldwork cost by 25%.
How a Global Consumer Health Company Cut Store Visit Time by 60% with AI Retail Execution
How Clobotics used AI recognition and exception review to make pharmaceutical retail execution faster, more accurate, and easier to trust.
From Manual Audits to Store-Wide Intelligence
How a large-format retailer in China moved from periodic store audits toward continuous AI-powered shelf and execution visibility.
Making Smart Cooler Operations Visible
How Lawson and Clobotics used connected cooler cameras, AI image recognition, and equipment monitoring to improve retail execution between store visits.
Retail Product Recognition: How AI Turns Shelf Video Into SKU Data
See how retail product recognition converts guided shelf video into selected images, identifies products at SKU level, reconstructs shelf position, and returns actionable retail execution data.
How a Global Brewer Made China's Fragmented Retail Network Visible
How a global alcoholic beverage company verified outlet identity, reduced ghost visits, accelerated field capture, and improved retail execution across China's complex route-to-market network.
The World Cup Is Live. Is Your Retail Campaign Working in Store?
A practical guide to monitoring promotion compliance, POSM, product availability, pricing, placement, and competitive activity while retail campaigns are live—using the 2026 World Cup as a high-pressure example.