2026

109 articles

Your AI disclosure position just got decided for you

Your AI disclosure position just got decided for you

In four weeks, AI disclosure went from ethics debate to infrastructure: Substack scans it, LinkedIn flags it, the EU legislates it, and Anthropic watermarks everything Claude writes. Your firm almost certainly faces no legal risk, but your work product now carries flags you can't remove. The only question left is whether the story that arrives with the flag is one you wrote.

Peter McCarroll
Peter McCarroll
Weekly AI Roundup for Accountants: Intuit just put a bookkeeper in your client's file

Weekly AI Roundup for Accountants: Intuit just put a bookkeeper in your client's file

Intuit is bundling its own human bookkeepers into QBO Advanced, one toggle away in your client's settings. The same week, a CPA-graded benchmark scored AI models higher for disclosing uncertainty than for being right, and the EU wrote human editorial responsibility into law. Disclosure just became the product, and the record of who stood behind the number is what's left to charge for.

Peter McCarroll
Peter McCarroll
If it doesn't show up in busy season, did anything change?

If it doesn't show up in busy season, did anything change?

I have had the conversion moment twice. In 2024 I saw exactly what AI was going to do to this profession, spent six months learning it, and trained my team. Busy season came and everything went back to how it was. In early 2026 I did it again, with the same result. Here is what those two failures taught me about the only test of transformation that cannot be gamed.

Peter McCarroll
Peter McCarroll
The return showed up. It just wasn't in hours.

The return showed up. It just wasn't in hours.

In the late 1990s I helped build a global audit platform for a Big Six firm. The capability let us do some old things faster, and start doing things we should always have been doing and never could. Quality went up. The clock never moved. Leadership was watching the clock, saw nothing, and cut the budget. If you are measuring AI in hours saved, you are about to read the same zero.

Peter McCarroll
Peter McCarroll
Buy vs. build, part 2: The pricing wrapper nobody reads

Buy vs. build, part 2: The pricing wrapper nobody reads

Per-client and per-user app fees levy a decision tax accountants have paid since QuickBooks Desktop gave way to subscriptions. Part 2 of Buy vs. build reads the pricing wrapper the way an accountant should, as a risk contract: who carries the token volatility, who holds the repricing option, and what to watch as usage-based pricing arrives.

Peter McCarroll
Peter McCarroll
Weekly AI Roundup for Accountants: A better answer is not a better firm

Weekly AI Roundup for Accountants: A better answer is not a better firm

Anthropic shipped two things this week that answer the same question in opposite ways: a feature that turns one screen recording into an editable procedure file, and a model that checks its own work brilliantly and remembers none of it. Meanwhile OpenAI launched a program teaching small-business owners to do their own accounting, and a top-15 firm committed its whole client accounting practice to a firm-trained AI model. The question running under all of it is which of these leaves anything behind.

Peter McCarroll
Peter McCarroll