Leading AI Adoption

20 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
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 most valuable AI training for accountants might not count as CPD

The most valuable AI training for accountants might not count as CPD

In the last few months, agents running on Opus 4.8 and GPT-5.5 changed what AI can do — but the training most firms will buy to keep up is still a 2024 prompt-engineering course. The skills that actually build an AI-native team are learned through reps in your own work, and the most valuable may not even count as CPD. Here are the six questions to grade any AI training before you book it.

Peter McCarroll
Peter McCarroll
AI strategy for small accounting firms: you can't build Thrive's tax agent. You can build the loop it runs on.

AI strategy for small accounting firms: you can't build Thrive's tax agent. You can build the loop it runs on.

OpenAI and Thrive just shipped a self-improving tax agent at 97% draft accuracy — built by six months of OpenAI's forward-deployed engineers and researchers embedded across a 30-firm network. It isn't a service OpenAI sells; it's what happens inside a company OpenAI owns equity in. But the loop the agent runs on sits one layer down the stack, fits in your sprint, and is the only version that doesn't turn your firm into someone else's training data.

Peter McCarroll
Peter McCarroll
The McKinsey AI leadership gap

The McKinsey AI leadership gap

Accenture just cut 11,000 and trained 70,000 in AI — what CEO Julie Sweet called "exiting people where reskilling isn't viable." McKinsey's data says only 14% of firms have leaders like that. If your practice's AI investment isn't producing results, the bottleneck isn't your tools or your team. It's you.

Peter McCarroll
Peter McCarroll