Profile, Projects & Ideas
AI, Projects & the Future of Small Professional Teams
AI is changing the amount of coordination work a small professional team can handle. I see it as an operating-system change rather than simply a writing tool.
Information retrieval is a major opportunity
Project teams spend large amounts of time finding the latest document, email or decision. Controlled AI search can reduce that friction.
Drafting is useful when review is clear
AI can prepare meeting actions, summaries and first drafts, but the accountable professional should remain responsible for technical and commercial decisions.
Smaller teams can become more capable
When repetitive coordination is automated, experienced people can spend more time on judgement, client conversations and exceptions.
Primary & government references
Current advisory services →