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Sales Pipeline Audit

Reconstruct the pipeline

Purpose
Build a deal-by-deal ledger from what the CRM actually captured, and separate a genuine stage change from a rep editing the record.
Inputs
  • A stage-history or activity export from the CRM, covering one pipeline
  • A walkthrough from whoever runs the pipeline day to day
Method
  1. Pull the CRM’s stage-history or activity export for the pipeline and period
  2. Build one row per deal: transitions, timestamps, re-entries, activity, loss reason
  3. Flag what the record can’t confirm: skipped stages, backdated updates, blank loss reasons, activity logged off-system
  4. Set a stall threshold per segment, from that segment’s own closed-won history, not one companywide number
Output
A deal ledger, a list of what the record can’t support, and a segment-specific stalled-deal flag.

The reasoning behind this one capability, with a worked example.

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