Tools for this workflow
Start with this input
Audience: independent tutors. Topic: preparing a first lesson. Known steps: ask the learner’s goal; run a short baseline task; agree one measurable target. Do not invent research statistics or promise exam gains. Deliver: a 3-section outline and a 70-word introduction.
Follow the process
- Copy the supplied brief into a new conversation. Ask for an outline before requesting prose.
- Check that every section serves the audience and that no result, statistic or testimonial was added.
- Draft one section at a time. Ask the model to mark any claim that needs a source with [VERIFY].
- Open primary sources for any new factual statement. Remove claims you cannot substantiate.
- Edit for your own voice, then copy into your publishing tool and inspect headings and links before publishing.
Reference output and acceptance criteria
Reference outline: 1. Learn what success means to this learner 2. Use a short baseline task 3. Agree one observable target Reference opening: A first lesson is a chance to discover what the learner needs next. Ask what they want to do, watch them attempt a small task, then agree one target you can both recognize. A clear starting point makes the next lesson easier to plan.
If it goes wrong
If prose adds an unsupported claim, return to the brief rather than asking for a more confident answer. If the tool hits a quota, save the draft locally and continue editing manually.
Time, cost and evidence
Planning estimate: allow 15–30 minutes for a short first run and manual review. This is not a measured provider runtime. Use an eligible free allowance or review the linked plan before continuing; no guaranteed dollar cost.
Workflow design and an editorial reference output. No authenticated provider run is claimed. Product screens, available models and quotas can change.