What is in the template?

Two sheets. The first is the working matrix, with one row per initiative and two calculated columns you do not touch: the numeric priority and the quadrant in words.

The second is the scoring scale. It is the part most underestimated: without written criteria, two people score the same initiative with two different numbers and the matrix stops meaning anything.

How do you score impact?

ScoreCriterion
5Frees more than 500 hours a year or unlocks direct revenue
4Frees between 200 and 500 hours a year
3Frees between 50 and 200 hours a year
2A noticeable improvement that is hard to quantify
1Internal convenience with no measurable effect

If an initiative does not fit any row, the useful question is not how it scores: it is why it is on the list.

How do you score effort?

ScoreCriterion
1Weeks, no integrations, data available and clean
2Weeks, one simple integration
3One to two months, several integrations
4Two to three months, or the data has to be cleaned first
5More than three months, or it depends on systems you do not control

The component most often forgotten is data quality. An initiative that needs clean data you do not have hides a whole project inside it.

What do you do with each quadrant?

Do it now (high impact, low effort): start here even if it is the least eye-catching. A visible delivery in weeks buys patience for the long projects.

Plan it in phases (high impact, high effort): it justifies the big investment, but after you have a win you can point to.

If there is room (low impact, low effort): never before a high-impact one.

Drop it (low impact, high effort): these are the projects done “because we can.” Dropping them explicitly is what frees up capacity.

Who should fill it in?

A small group with representation from the business and from whoever will execute. Scoring from the business alone underestimates the effort; scoring from technology alone underestimates the impact.

The conversation between the two sides is the real value of the exercise: the matrix is only the record of what was agreed. We use exactly this structure in AI Discovery sessions.