Not predictions. Not tool reviews. Just what's working — and what isn't — in the actual workflows of knowledge workers using these models every day.
Transform2AI collects practical notes on which parts of knowledge work AI can actually help with — and which parts should stay firmly in human hands.
Most "AI productivity" advice on the internet is written by people who don't have day jobs. The advice that lasts usually comes from a specific workflow someone can actually run on a Tuesday afternoon. That is the shape these posts try to take.
If a post turns out to be wrong, I'd rather update it than be subtly out of date forever. Posts are revised in place as workflows evolve.
One post most weeks — either a skill walkthrough or a case study. Quality over cadence; some weeks there's nothing worth publishing.
Every routine cites where the pattern came from — a vendor changelog, a practitioner write-up, or a workflow observed in the wild. If a post can't cite a source, it doesn't ship.
Most prompts work across Claude, ChatGPT, Gemini, and similar. Where a model has a unique capability that matters, the post says so.
There's no course, no Substack tier, no consulting pitch behind these posts. If that changes, the top of every post will say so.
If your week revolves around making sense of unstructured information and writing it up for someone else, almost every post here applies.
You spend half your time on coordination, status, and handoffs. Those are exactly the workflows where small AI habits compound the fastest.
You don't need a transformation programme. You need one skill at a time that makes your Tuesday better. Start with any post on the blog.
So you know whether to keep reading.
The model and the wrapper matter less than the habit. Posts focus on the habit. If a specific tool genuinely changes the answer, it'll be named — but it's rarely the point.
I don't know what the model will do in 18 months. I do know what it can do today, on a Tuesday, when a real PM has a real deadline. That's the scope.
Every case study describes a real workflow change with real numbers. Names get changed when people ask. The numbers don't.
If that ever changes, it'll be disclosed in the first paragraph of any affected post. Until then: zero.
Send a note if you have a practical AI habit, prompt pattern, or case study that should be explored on Transform2AI.