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Most enterprise AI today runs at the task level. Useful, but disconnected, unable to scale, and disconnected from how the business actually thinks and decides. Leaders want AI operating at the workflow and systemic level, reasoning across processes the way experienced teams do. This white paper, based on a survey conducted with HFS Research among senior AI and data leaders, explores why that ambition keeps stalling. The answer is not a lack of investment or platform access, it's a missing layer of enterprise context. The decision logic, process knowledge, and institutional expertise that most organizations have never captured, owned, or funded. The white paper examines what's really constraining enterprise AI, why context fragmentation is the root cause, and how MathCo's approach helps organizations turn that fragmented knowledge into a structured, owned foundation AI can actually reason from.
