Use it where the work is repetitive and the output is checkable. Avoid it where judgment is the product.
Kaypo sets weights from deals you already closed, re-tests them quarterly, and shows the reason beside the number so a rep can check it.
The scoring model there was built by running closed deals backwards rather than by accepting a vendor default. That is the difference between a model reps use and one they ignore.
Use it where the work is repetitive and the output is checkable in seconds: call summaries, research, normalisation, first drafts. Validate anything that decides priority against your own closed deals first.
Because a number with no visible reason cannot be acted on. Show the two or three signals that produced it, in the tool they already have open.
Yes. Every model inherits your record quality, so automating on duplicated and unsourced records produces confident answers built on the same gap.
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