AI Knowhow Breaking the Growth Barrier, Part 2
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Mar 23, 2026 David DeWolf, CEO of KnownWell and AI leader in turning dark data into commercial intelligence. He explains why post-sales relationships are often unmanaged. He describes how AI makes client lifecycles measurable and unifies fragmented data into a single source of truth. He outlines three growth levers and two scaling strategies for predictable expansion.
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Post Sales Is Largely Unmanaged
- Most professional services firms lack a disciplined post-sales operating system, leaving revenue and risk unmanaged at scale.
- David DeWolf says AI now allows firms to apply RevOps-like rigor across the full client lifecycle by analyzing natural language exhaust.
Dark Data Hides Relationship Signals
- Unstructured "dark data" (emails, Slack, meeting tone) makes up ~80–90% of business data and is mostly untapped.
- David DeWolf explains AI can digest this natural communication to produce daily operational metrics like a KnownWell score.
Align Three Levers For Predictable Expansion
- Align three levers—relationship strength, service quality perception, and commercial alignment—to drive account expansion.
- David DeWolf recommends monitoring connections across organizational levels, sentiment signals, and public client signals to ensure overlap with client strategy.