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Forecast Inspection & Pipeline Review Framework

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 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.

The outcome

• Forecast accuracy lifted ~18% within two quarters of rollout.
• Commit call duration cut by ~40% because the prep was already done before the meeting started.
• A shared vocabulary between reps, frontline managers, and the CRO — when someone says "this is a clean Stage 4," everyone now means the same thing.
• Faster escalation of at-risk deals — red flags surface them on Monday instead of the end of the quarter.

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. The first quarter was light on coaching investment, and the second quarter's accuracy gain compounded once managers started running pipeline reviews with the same vocabulary the framework introduced.