/Project Overview
Services Provided
AI Development
AI Implementation
Automation
System Integrations
/Challenges & Opportunities
The key challenge was aligning customer interaction data—captured in real-time—with historical point-of-sale records. Each store had different configurations and touchpoints, so flexibility and accuracy were essential.
/Delivering Results
We developed a model capable of analysing how customer and staff interactions impact spend across different store zones. These insights are now helping teams fine-tune service strategies and better understand where human engagement makes the biggest different.
/The Solution
Discovery & Planning
We audited existing data availability and determined what insights could be extracted from customer interaction points.
System Integration
We connected POS systems with real-time interaction feeds, configuring inputs to ensure consistency across varied store setups.
Model Development
An AI model was built to quantify relationships between staff engagement and sales, segmenting results by store zone and customer type.