← All writing
wealth
01 SEPT 2026 · 3 MIN READ

Most AI Money Tools Still Need You at the Keyboard

Mark Darling
Mark Darling
Writes What Actually Works, a weekly email on AI in real life.

Categorising spend is solved. Renegotiating bills and moving cash without you is the new claim. The useful test is what it can do after you stop watching, and what you should never let it touch unsupervised.

Last week I wrote that if a tool stops when I close the laptop, I’m done with it. Same filter, different pile of software: money.

Categorising spend is solved. Plenty of apps will tell you where it went. The new claim is a tool that actually does something. Renegotiate the bill. Cancel the subscription. Move the cash. After you’ve stopped watching.

I don’t live in this AI-finance world. I’m not reviewing a product I’ve used for six months. I’m looking at what they’re now saying they can do, and putting it through the same test.

#It still waits for you

On 25 August, Rocket Money launched Rowan, an Anthropic-powered agent on a new Premium Plus tier. The pitch is not another dashboard. It watches spending, texts you when it spots a way to save, and after you reply in plain language it can renegotiate recurring bills, cancel subscriptions, and set up savings transfers.

That’s a real step on from “here’s what you spent”. It’s also not unsupervised. Rowan texts you. You reply. Then it acts. You’ve swapped the keyboard for the phone. The work still waits for you.

Cleo has been pushing the same shift since February. Autopilot was framed as moving from analysis to action, inside guardrails you set. Their own write-up still splits it: today it recommends, tomorrow it executes. The launch actions they list (move money to savings, cash advances against overdrafts, merchant spending limits) still need your consent.

So the category is interesting. The unsupervised version is mostly still a press release.

#The lid test, for money

Same three questions, just pointed at cash.

Does this thing keep working when I’m not looking at it? Can it finish a job without my cursor in the window? If I walk away for an hour, did anything actually happen?

A spending chart fails that test. You close the app, nothing moves. A forgotten free trial that gets cancelled after you type “cancel” is closer. A transfer that runs because you already said yes to the rule is closer still.

What I would not let run unsupervised is anything I can’t reverse in five minutes. A large payment. An investment. Changing a regular that actually matters. Saying yes to “cancel this trial I never used” is one kind of trust. Saying yes to “just handle my money” is a different one.

I’ve spent enough years as the person in the middle of systems that do not talk to each other. I’m not looking to become the person who finds out on Friday that an agent moved savings I needed on Monday.

#What I’m actually willing to try

I’m not ripping out the money stack. I’m also not adding another app that needs me in the chair to be useful.

If a tool can watch, ping me, and then do the boring half after I say yes, that’s useful. If the useful bit still needs me tapping through a dashboard, I’m out. If the claim is that it will just get on with it, I want to know exactly which actions it can take without asking, and I want that list to be short.

I still make the decisions. I still say yes before anything with real money attached goes live. The machine can do the rest, including the rest that happens after I’ve closed the laptop.

That’s the filter. I’m sticking to it, including on this.

FILED UNDER
wealth
SHARE →
What Actually Works.

One email a week. No fluff, no frameworks.

KEEP READING