Job risk
Will AI Replace My Job? What Actually Determines Your Risk
AI reaches a job through its tasks, not its title. Here is how to work out how exposed your own work is, and what to do about it.
Guides
Clear, evidence-based answers about AI and ordinary work: whether your job is exposed, how to use AI well, what is safe to paste, and how to stay valuable as the tools improve.
Each guide answers one question properly, shows its sources, and is dated so you can see when it was last checked. How these guides are researched.
Job risk
AI reaches a job through its tasks, not its title. Here is how to work out how exposed your own work is, and what to do about it.
Using AI at work
Not a list of prompts. A way of thinking about which work to hand to AI, how to brief it, and how to check what comes back.
Safety and privacy
Technically possible, permitted, appropriate and safe are four different questions. Most trouble comes from answering only the first one.
Safety and privacy
The honest answer is "it depends on the product, the settings and the agreement". Here is what each of those means, and how to decide before you paste.
Using AI at work
Real workflows rather than one-line tips. For each one: the task, the old way, the AI-assisted way, what you still have to check, and an instruction you can adapt.
Job risk
Exposure is not replacement. This guide breaks representative occupations into their tasks and shows which parts are changing, which are not, and why.
Staying valuable
The advice to "be creative and keep learning" is true and useless. This is what staying valuable looks like as specific, observable behaviour.
Using AI at work
Frequency is not skill. Seven observable behaviours to look for in how you already work, with an ordinary example of each.
Using AI at work
You have been told to use AI, not shown how. Start with one recurring task, a written question about what is approved, and a result you can describe.
The free Stay Useful assessment takes about five minutes and shows your AI Fluency, Leverage and Proof, and the one gap worth closing next.