An accountant posted something that got 138 upvotes. Not a tool recommendation. Not a case study. Just a question that apparently landed for a lot of people:
“Sometimes, I wonder why I spent years studying only to find myself doing things that feel like a modern assembly line.”
He’d been automating his way out of it. Started with Excel macros at PwC — amazed that you could record a sequence of steps. Hit the limits fast: one mistake breaks everything, can’t fetch data from other files, can’t fix it without knowing Visual Basic.
Then Python. Then ChatGPT, which he describes as having a coding mentor available at any hour who speaks plain language. FIFO calculations on thousands of rows. Reconciliations that used to take days running in seconds. Not impressive to show, but impossible to go back from once you’ve done it.
What I find interesting about his story isn’t the tools. It’s the order.
He didn’t start with “I want to learn Python.” He started with “this task is mind-numbing and shouldn’t be.” The tool came from the frustration, not the other way around.
That sequence matters. People who start with the tool often end up building automations nobody uses. People who start with a specific task that bothers them tend to build things that actually stick.
There’s also something honest about the 138 upvotes. A lot of accountants recognise the assembly line feeling and don’t often say it out loud. The profession trains you to be precise and thorough — which is right. But it doesn’t always separate the precision work from the repetitive logistics around it.
Those are different problems.
One requires expertise. The other just requires someone to notice it.
Three nearby posts worth opening next.

May 10, 2026
He used Claude for debugging, Gemini for UI, free models for prototyping, and paid OCR when accuracy actually mattered. Each model for the job it's good at.

May 7, 2026
The most underrated outcome of automating your own accounting work isn't efficiency. It's what you learn about data — and what that opens up.

May 6, 2026
PDF invoice extraction is the easy part. The hard part is what happens when the invoice doesn't look like an invoice.
If you have a manual workflow between tools, I can help map the logic, design the system, and automate it in a way your team can actually use.