Enterprises have moved beyond curiosity about agentic AI and now face a more exacting question: why do pilot initiatives rarely translate into measurable business improvement. Early adoption has delivered gains in individual productivity, yet core processes remain largely unchanged. Loan cycles still stretch beyond targets, claims processing continues to accumulate errors and field operations struggle with coordination inefficiencies. The disconnect lies not in the absence of AI capability but in its placement. Tools that operate alongside workflows rarely influence the underlying mechanics that determine cost, speed or accuracy.
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