Donnafay MacDonald

Access this content by contacting one of our representatives for assistance. Author(s): The IT Request Discovery Tool is the working engine behind the methodology. As requests arrive from executives and business units, teams capture each one in a single intake register, assign it to the affected capability, and document the specific operational pain it creates.

AI is layered on business processes never designed for autonomous machine execution at operational scale. Processes are manual, non-linear, and riddled with undocumented exceptions. Institutional knowledge lives in people, not in systems. As a result, agents hit exceptions they can't handle, producing failed outputs, manual overrides, and silent errors. Our Advice AI doesn't clear process debt; it amplifies every flaw at automated scale, turning isolated failures into systemic outcomes.

Author(s): Retail AI is moving beyond experimentation, but deployment remains concentrated in functions like application development, office productivity, and cybersecurity rather than store operations. What is changing is the emergence of store-facing AI agents that connect operations information with in-store workflows, reducing the need for associates to navigate multiple systems.