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Operating modelRelevance · medium2026-08-08
RSM US – Professional Services Insights·6 min read

Professional services firms shift from AI experimentation to practical, operations‑focused use cases

Professional Services

RSM’s insight on professional services and AI, drawing on its Middle Market AI Survey 2026, notes that while leaders see AI’s potential for disruption, most firms today are using AI to reshape daily operations rather than reinvent whole business models. The article highlights concerns about the traditional apprenticeship model as AI takes over repetitive research and analysis once handled by juniors, and suggests that AI will materially raise the baseline capabilities of almost every firm in the market.

Why it matters for leaders
As CEO/MD, the operational focus of AI adoption is both a margin opportunity and a talent‑development challenge. You can gain near‑term efficiency, but only if you deliberately redesign how junior staff build judgment and how teams collaborate with AI. Without that, you risk hollowing out your future leadership pipeline even as productivity rises.
Opportunity signal

Systematically target a portfolio of “boring but large” internal use cases—research, document review, workpaper preparation—and reinvest the freed capacity in higher‑value client interactions and accelerated development paths for your best people.

medium
Risk signal

If you let AI quietly erode traditional training grounds without creating new ways for juniors to learn, you may face a future shortage of mid‑career advisors who can lead complex client relationships.

medium
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