AI Value Gap Worksheet

A worksheet for separating AI spend that accelerates existing activity from AI spend that removes a structural cost.

Resource · Aashish Nanavati · 6 March 2026

Fill one row per AI initiative. The worksheet is deliberately unforgiving.

Columns

Initiative · Constraint it removes · Was that constraint binding? · Who acts differently as a result? · Measured change in output

How to read it

Any row where "who acts differently" is blank is producing volume, not value. Any row where the constraint was not binding is buying speed you cannot spend.

The gap

The AI value gap is the distance between the activity AI accelerated and the structural cost it removed. In most GTM organisations, that gap is where the entire budget sits.