AI did not make delivery cheaper. It made it harder to explain.

AI-assisted development is real, but the story that it simply makes delivery cheaper is too simple.

Two sides of the AI ledger

AI reduces implementation time. It also shifts effort into review, validation, and rework. Honest accounting tracks both sides.

Explaining it to clients

Clients increasingly ask whether AI should reduce their bill. The answer is more nuanced than yes or no — and a report that separates savings from overhead lets you have that conversation with evidence.