Irish accounting firms are squeezed on capacity, with deadlines stacked on deadlines, more compliance, and the same headcount. AI gets pitched as the fix for all of it. The honest version is narrower and more useful: AI is very good at the text-and-admin layer around accounting, and no good at all at the judgement that is the actual job. Knowing the line is what makes it worth the bother.
Where it earns its keep: drafting the routine writing, client emails, engagement letters, first-pass query responses; summarising long documents so a partner reads the brief instead of the pile; extracting figures from messy supplier PDFs and bank statements into something structured; standardising file notes and workpaper write-ups; and finding the right prior-year file in seconds instead of digging through folders. None of that is the accounting. It is the work around the accounting that quietly eats chargeable hours.
Where it does not belong: anywhere the number or the position is the deliverable. AI will produce a confident tax treatment that is wrong, reconcile to a total that does not foot, and cite a rule that does not exist. It is a drafting and summarising assistant, not a source of truth, and never a substitute for a qualified review. Treat every figure it touches as a draft a human signs off.
The part that should keep a managing partner up at night is confidentiality. Client financial data, anything under an engagement NDA, and personal data all carry obligations, and pasting them into a consumer AI account is how a firm ends up with a problem. The fix is not banning AI; it is a short acceptable-use policy, a couple of approved tools set up properly, and ten minutes of training on what never goes into a public model. Model-agnostic, so you are not betting the practice on one vendor's roadmap.
If you run a firm and want to know where AI would actually save your team time, the starting point is a short look at how the work flows today, not a tool demo. We map the high-friction, high-volume tasks, point out which ones are safe to hand off, and train the team on their own redacted examples. If the honest answer is less than the salesperson promised, we will tell you that too.

