Adoption Spectrum
Level 0
Occasional Querier
You open a web chat when you have a question. Sessions are short, self-contained, and forgotten.
If this is you
- You treat Claude like an upgraded search engine — faster synthesis without reading ten sources
- Each session starts cold; you never think about what context to carry forward
- You accept the first answer, or leave without following up
Your risk
⚠ Hallucinations pass unnoticed
Verification almost never happens at this level — the session is over by the time the answer has been used. Citations are fabricated, facts are wrong, and you don't discover it because there's no habit of checking. The output seems confident and plausible. That is the danger.
To reach Level 1
Occasional Querier → Regular Conversation Partner
Conceptual Shift
"Dialogue beats single-shot. The first answer is a starting point, not a result."
Most of the value in working with AI comes from the second or third exchange — clarifying what you meant, pushing back on a framing, asking for a different angle. Treating the first response as final forecloses most of the leverage. Imperfect outputs are fine: they are material to react to, not failures.
Experiment
Take one task you do regularly — reading a dense text, giving feedback on a draft, generating a list of options — and do it with AI five times over two weeks. The goal is not a perfect outcome. It is calibration: learning what kinds of help land and what kinds don't. After five iterations you will have a better sense of what AI is useful for in your specific work than any general guide can give you.
Practice
- Build a small personal library of prompt structures that work for you — not abstract rules, your patterns.
- Always specify audience, format, and purpose. "Summarise this" and "summarise this for a non-specialist in three sentences for an abstract" are different requests.
- Push back. If the first answer seems off, say so and ask again.