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Process friction.
The work happens; the paperwork lags two weeks. The agent layer catches that lag — drafts the document, schedules the next action, routes the exception. The operator stops chasing.
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Team overload.
The team isn't slow; the queue is unbounded. Triage agents bound the queue and surface the items that need judgment. The team stops being a triage layer and starts being a closing layer.
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Data blindness.
Three systems of record, no synthesis. The intelligence layer reads across them — pipeline, conversations, ledger — and gives the operator a single brief. The brief is the artifact, not the dashboard.