The real barrier to AI in accounting is human, not technical

Modernization will come from small and consistent steps.

Artificial intelligence hasn’t been around long, but most firms have already decided they can’t ignore it. Initial skepticism around its benefits has softened. Trust, however, is still the choke point.

Some firms jumped in too fast and paid for it.

Hallucinations cost them credibility and, in a few cases, public embarrassment. Others bought tools that promised miracles and delivered chores. The market moved faster than the profession, and AI vendors rarely sat down with accountants to explain what the technology can and can’t do. That gap killed trust before the tools even had a chance.

Deterministic AI handles repetitive, rule-based work.

It’s great at matching forms, checking numbers, and ensuring a birthdate isn’t entered as 2079. Generative AI interprets context. It can read a return and infer whether an IRA is Roth or traditional. Real accounting work needs both, plus human review. Firm leaders should explore what’s out there, but ignore anyone pitching magic.

Talent shortages and c…