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  • Why Contextual Congruence Matters When Defining Your Product Hierarchy

    As organizations rush to deploy AI agents and intelligent automation, many are discovering an uncomfortable truth:the technology is very capable, but the outcomes are underwhelming. The issue isn’t model capability, tool selection, or even data quality in isolation.More often, the failure stems from a breakdown in context as strategic intent moves from vision to execution.…