AI Won't Fix A Broken Revenue System

Applied to a disciplined revenue system, AI is genuinely compounding: better research, sharper account plans, faster value modeling, earlier risk signals.

Applied to an undisciplined one, it manufactures volume. More outreach into the wrong accounts, more forecast noise, more late-stage surprises.

Start with qualification and pipeline governance. Then let AI do the work that used to consume the seller's week, and give that week back to the customer conversation.