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Forecast Inspection & Pipeline Review Framework

Worked sample: the company and data are fictional. The model and method are the ones I use in my work.

A weekly forecasting cadence the CRO can actually trust. Stage exit criteria reps cannot fudge, deal inspection checklists that surface the same patterns every time, and MEDDPICC qualification checkpoints anchored to behavior, not intuition. The same inspection discipline lifted forecast accuracy about 18% at Exiger.

The problem

Forecast accuracy bouncing 25%+ quarter over quarter. Commit calls full of "this one is going to close" with no observable evidence behind the claim. Reps habituated to pulling deals across the line on the last day of the quarter and getting away with it. Leadership had no way to spot which deals would actually close vs which were happy talk until it was too late.

The approach

Define stage exit criteria as observable, binary behaviors, not soft milestones. A deal is in Stage 3 if and only if these four things are documented in Salesforce. Pair the stage model with MEDDPICC qualification: each letter has a required field, and the forecast call begins with deals that are missing any of them. Red-flag heuristics (stalled > 21 days, single-threaded, no compelling event) auto-tag deals before the meeting, so the conversation starts where it matters.

What the model is built to do

• Built to improve forecast accuracy by holding every committed deal to the same binary exit criteria.
• Designed to shorten commit calls by doing the prep before the meeting: deals arrive pre-tagged, so discussion starts with the exceptions.
• Gives reps, frontline managers, and the CRO a shared vocabulary: "a clean Stage 4" means the same thing to everyone.
• Escalates at-risk deals early: red flags surface them the Monday they trip, well before quarter end.

What I would do differently

Push harder on enablement at the rollout. The framework only works if reps internalize the qualification questions, not just answer them in Salesforce. Plan the coaching for the first quarter, not the second: the framework pays off once managers run pipeline reviews in the same vocabulary it introduces.