AI productivity, minus the theatre
AI improves productivity on four task shapes: drafting from notes, compressing long material, restructuring existing text, and explaining unfamiliar material. It rarely helps with tasks that need verified facts or judgement you haven't formed yet.
Productivity gains from AI are real but narrow. They come from removing the blank page and the long read, not from replacing thinking.
The workflows below are the ones that hold up after the novelty wears off.
Four shapes worth automating
- Draft: bullet points in, first version out. You edit rather than start.
- Compress: long document in, decisions and obligations out — then verify against the source.
- Restructure: same content, different audience, length or tone.
- Explain: unfamiliar code, jargon or policy translated into plain language.
Thread patterns that scale
- One thread per project, so context accumulates where you need it.
- Branch when a conversation splits into two options — compare them later side by side.
- Keep a standing thread of your tone and formatting rules and paste them into new drafts.
Where it costs you time
- Anything requiring current facts — ChatOTL doesn't browse the web, so you supply the sources.
- Work where reviewing generated output takes longer than doing it yourself.
- High-stakes output that needs line-by-line verification anyway.
Where it fits
Weekly update
Paste the week's notes, get a structured update, edit the framing.
Meeting prep
Attach the brief, ask for the three decisions you must reach.
Inbox backlog
Draft replies to the five messages you've been avoiding.
Frequently asked questions
Does AI actually make people more productive?
On drafting and summarising, measurably yes. On tasks needing verified accuracy the review overhead can cancel the gain — which is why choosing the right tasks matters more than the tool.
How do I stop rewriting everything the AI produces?
Give it your constraints up front — audience, length, tone, forbidden phrases — and iterate on the same thread instead of restarting.
Can I use it for work documents?
Yes. Threads and uploads are scoped to your account, and you can run against a self-hosted endpoint if policy requires it.
Pick one recurring task
Automate the draft, keep the judgement.
Start with ChatOTL