Turning Data into Velocity: Caper’s Edge and Cloud Data Flywheel with Capsight

What this post added

This post introduces Capsight, a new platform for Caper smart carts. It addresses challenges in scalable on-board observability, data quality/diversity, and end-to-end model cycle time. Key components include the Capsight Collector for intelligent, trigger-based, and optimized on-device data capture; Capsight Depot for processing, indexing, search, visualization, and AI-assisted annotation (reducing annotation costs by over 70% using VLMs); and Capsight Learner for automated model training and evaluation (reducing training time from one week to two days). The system has already shown over 5% accuracy gains and reduced the overall iteration cycle from a month to a week.