GTM Engineering

Building a forecast a CFO will trust

Categories, coverage, and commit discipline. How to turn a pile of optimistic deals into a number leadership will stand behind.

Your Name 2 min read

Every revenue org has a forecast. Far fewer have a forecast anyone believes. The gap between those two is not a tooling problem. It is an operating discipline problem, and closing it is core to the operator’s job.

The number is a claim, not a guess

A forecast is a claim: we will close this much by this date. A claim you can defend has three parts behind it: clean stage definitions, honest conversion math, and a cadence that catches drift early. Miss any one and the number becomes a hope.

Start with stage definitions

Most bad forecasts trace back to stages that mean different things to different reps. If Stage 3 means “had a good call” to one rep and “verbal commit” to another, your pipeline is fiction.

Each stage needs an exit criterion that is observable and binary:

  • Has the economic buyer confirmed the problem is worth solving?
  • Is there a documented mutual close plan?
  • Has procurement been engaged?

If you cannot answer yes or no, the stage is not defined well enough.

Separate the categories

A forecast is not one number, it is a set of them. Keep the categories distinct: commit (deals you will stake your name on), best case (upside if things break your way), and pipeline (everything earlier). Leadership needs to know which is which. Blending them is how a forecast loses credibility the first time a “commit” deal slips.

Let coverage and conversion do the work

Coverage ratio, open pipeline divided by the target, tells you whether the number is even reachable. A common rule of thumb is three to four times coverage for a healthy quarter. Then apply historical conversion by stage: if Stage 3 closes 35% of the time, a million dollars there is worth about 350 thousand, not a million.

This usually shrinks the number. That discomfort is the point. A forecast that respects coverage and conversion is one you can defend when a deal slips.

A forecast built on rep optimism predicts the future you want. One built on conversion history predicts the future you will get.

Run the cadence that catches drift

The forecast is a weekly rhythm, not a monthly event. Reps update deals against the exit criteria, managers inspect the top deals rather than the whole list, and operations compares this week’s forecast to last week’s and flags what moved. The magic is in the diff: when the number drops, you want to know on Tuesday, not at quarter end.

Get this right and the conversation with leadership changes. Instead of arguing about whether the number is real, you argue about what to do about it. That is the operator’s job.

forecasting pipeline cadence