AI-Assisted Document Workflows
Experiments in using large language model APIs to extract, structure and summarise information from unstructured documents — invoices, statements, correspondence.
- Claude API
- Next.js
Technology · Systems · Business
Technology, systems, business and the ideas shaping what comes next.
I write about artificial intelligence, software, automation, finance and emerging technology, and the systems changing how we work.
Analysis and observation across AI, software and business — separating fact from opinion, and opinion from prediction.
The major assistants are converging on capability and diverging on judgement, interface and who they're really built for. A practical comparison rather than a leaderboard.
Open-weight releases from Meta, Mistral, DeepSeek and others have closed the gap with closed frontier labs faster than expected. What that does — and doesn't — mean.
AI won't replace accountants. It will remove the parts of the job that were never really accounting in the first place — and raise the bar on the parts that are.
Models, agents, and where genuine capability ends and hype begins.
How systems get built, and how much of that building is changing.
The mechanics of running a business, and the numbers underneath it.
Local AI, open-weight models, and tools still finding their shape.
How algorithms and information move markets — observed, not advised.
Working things built to learn how something actually works.
Working experiments, prototypes and tools — built to understand how something actually works, not to sell it.
Experiments in using large language model APIs to extract, structure and summarise information from unstructured documents — invoices, statements, correspondence.
A set of automated testing and workflow scripts exploring how far browser automation can go for repetitive, rules-based online tasks.
A lightweight, phone-friendly interface for AI image generation — built to give the same kind of hands-on control as a desktop AI studio, without needing a desktop.
A lightweight, purpose-built alternative to general-purpose accounting software, designed around a specific type of small business rather than trying to serve everyone.