I started asking a harder question: does this AI workflow tie directly to revenue, margin, or retention? Productivity gains are interesting, but they’re not automatically valuable. If faster output doesn’t connect to economic movement, it’s just noise.
I’ve been reverse-engineering workflows from the financial statement backward. Where does speed change deal flow? Where does clarity improve close rates? AI becomes more strategic when it is attached to measurable outcomes instead of abstract efficiency.