Most teams bought the tools before they defined the work. The tools then did the undefined work faster.
If stage three means whatever the rep updating the record decided it meant, then a model trained on that pipeline will forecast confidently off it. Confidently, wrongly, at speed, with a chart.
If your ICP is a guess, AI will now execute that guess a thousand times a week, politely and at scale, into a market that will remember you for it.
If nobody ever defined what good discovery sounds like, an AI call summary is a transcript with an opinion attached. You cannot coach against output nobody set a standard for.
None of that is a tooling failure. Every one of those companies bought a competent product and pointed it at an undefined process.
AI does not fix a short column. It loads it faster.