In the first post of this blog series, I covered a shift we’re seeing across convenience retail: software that goes beyond reporting and analysis into systems that can help operators take action. That shift raises an obvious question: What has to exist underneath a product like PDIQ for it to consistently act in a reliable way? The answer involves much more than a foundation model.