Finance

Evaluating AI tool limitations before rollout

AI tools can be assessed not just for what they do well, but also for where they fall short, helping accounting professionals prioritize adoption and avoid wasting time on the wrong tools.

Why the human is still essential here

People must test outputs, evaluate risks, and decide where AI should or should not be used. Final decisions about client work, quality standards, and implementation remain with experienced professionals.

How people use this

Tax answer accuracy testing

Before wider adoption, firms can run common tax scenarios through the tool and compare its answers and citations against trusted research sources to identify hallucinations or weak reasoning.

Thomson Reuters CoCounsel Tax / Blue J

Receipt and invoice extraction pilot

Teams can test AI document capture on real client receipts and invoices to measure where coding, OCR, or supplier recognition fails before automating bookkeeping workflows.

Dext / Hubdoc

Security-safe drafting review

Firms can evaluate whether AI should be limited to approved enterprise environments by testing how well it summarizes internal documents and emails without exposing sensitive client data.

Microsoft Copilot / ChatGPT Enterprise

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Opinion
LinkedIn

Most AI advice for accountants is rubbish.

I’m going to say something that might annoy a few people.

Most AI advice for accountants is rubbish.


Not all of it. But most of it.


Here’s why.


It’s either too generic... “AI will transform your firm!” Great. How? Which tools? What do I do on Monday morning?


Or it’s too technical... written by people who’ve never sat across from a client, never managed a team of accountants, never dealt with the reality of running a firm.


Or it’s just hype... designed to sell you a course, a software subscription, or a conference ticket. All sizzle, no substance.


What’s missing is practical, specific, honest guidance from someone who actually works with accountants.


That’s what I’ve tried to provide.


I wrote a free guide covering the 5 AI tools I’ve found genuinely useful in practice. Not in theory. In practice.


It’s 32 pages. It tells you what each tool does, how I use it, where it falls short... and what to focus on first so you don’t waste time on the wrong things.


No hype. No jargon. No “AI will revolutionise everything” waffle.


Just the tools that work... and how to get started.


I’ll put the link in the first comment.


Am I being too harsh here? Or does this match your experience? I’d love to hear whether you’ve found genuinely useful AI advice... or mostly noise. 👇


#AI #Accountants #AIforAccountants #PracticalAI

MW
Mark WickershamChartered Accountant, Public Speaker
Jul 14, 2026