AI is arriving across the systems that run services firms this year. Bolted onto records built to capture the past, it answers every live question, who to staff, where margin is leaking, what you can take on, with data that is already old.

Buyers are being coached to catch the switch from senior pitch to junior delivery. For the firm that can actually staff what it sells, that scrutiny is not a threat. It is an advantage.