Weekly AI Roundup

26 articles

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
Weekly AI Roundup for Accountants: The AI tax-prep wars just began

Weekly AI Roundup for Accountants: The AI tax-prep wars just began

Canopy, Drake, and Firm360 shipped AI tax-prep automation on the same day, the largest open-weight model ever released is days from being free to download, and OpenAI's CFO published an AI ROI scorecard with no line for verification. The pattern across the week: everything below the review layer is being absorbed or given away — and the review layer is what's left to charge for.

Peter McCarroll
Peter McCarroll
Weekly AI Roundup for Accountants: Every vendor wants to be your only vendor

Weekly AI Roundup for Accountants: Every vendor wants to be your only vendor

OpenAI and Anthropic just shipped the same product — an agentic workspace built to hold your firm's entire workflow — while Xero staged a keynote around an ecosystem you never leave. Meanwhile, Grok 4.5 beat Opus 4.8 on the vendor's own headline coding benchmark at $2 per million tokens: a price signal you can only capture if you're still free to switch. This week's roundup is about that tension.

Peter McCarroll
Peter McCarroll
Weekly AI Roundup for Accountants: The plumbing shipped. The hard part didn't.

Weekly AI Roundup for Accountants: The plumbing shipped. The hard part didn't.

This week in AI didn't bring a new model — it brought plumbing. Agentic tools that do the work (Suralink, Melio) and the governance layer that decides who connects them (Anthropic's managed MCP auth) all shipped, but none of them solved the problem that matters most to a multi-client firm: keeping one client's data out of another client's answer. The real divide forming in AI tools isn't who has the most connectors — it's who scopes them.

Peter McCarroll
Peter McCarroll
Weekly AI Roundup for Accountants: Open rails, walled gardens, and a $1 billion shopping spree

Weekly AI Roundup for Accountants: Open rails, walled gardens, and a $1 billion shopping spree

Ramp shipped an "AI operating system" built for accounting firms, Karbon and Firm360 opened MCP sockets to whatever AI you bring, Thrive put $1 billion on the table to buy firms like yours — and 69% of tax pros told a surveyor the hourly billing model is ending. Not one major model release all week. The fight has moved up the stack, to who holds your firm's encoded knowledge and who controls the door.

Peter McCarroll
Peter McCarroll
Weekly AI Roundup for Accountants: AI is getting good, getting expensive, and demanding leadership

Weekly AI Roundup for Accountants: AI is getting good, getting expensive, and demanding leadership

OpenAI shipped a working tax agent at 97% draft accuracy — but it took a custom-built product to get there, not a ChatGPT login. Kick opened its ledger to whichever AI you bring, and made it work across all your clients at once. Microsoft canceled Claude Code over runaway costs, a CFO ate a half-billion-dollar surprise bill, and Opus 4.8 got noticeably more honest. AI implementation is hard, can get expensive, and produces powerful results when done well — the firms thinking 12 to 18 months ahead are the ones who'll come out on top.

Peter McCarroll
Peter McCarroll