Why it works
Teacher workload and burnout are major drivers of attrition, and much of the work is repetitive drafting: differentiated versions, rubrics, parent messages, question sets. Generative AI is well suited to fast first drafts of exactly this text, which the teacher reviews and adapts, reclaiming time for the work only a teacher can do.
The research: Research on teacher workload and retention; ISTE guidance on AI for educators.
The run-of-show
Choose your slot. The agenda, timings, and length update to match.
The core activity: draft one real prep task with AI
Teachers leave having used AI to draft a real prep task and having reviewed and adapted it.
- Pick a repetitive prep task: a rubric, differentiated versions, a question set, a parent message.
- Write a specific prompt with the grade, standard, and format.
- Review and adapt the draft, correcting anything off.
- Note what you would never hand to AI: student data, final judgment.
Facilitator notes
- Start with low-stakes prep, not student-facing decisions.
- Teach specific prompting.
- Always review output, and protect student privacy.
Adapt it
- <b>Elementary:</b> differentiated texts, newsletters, center ideas.
- <b>Secondary:</b> question banks, rubrics, feedback starters.
- <b>All settings:</b> always review, never trust blind.
Participant handout
One page for every teacher. Print it, or save it as a PDF.
AI for Planning & Prep: draft it, review it
<b>A reviewed first-draft assistant:</b> specific prompts, careful review, student data kept out.
- The prep task:
- My specific prompt (grade, standard, format):
- What I corrected in the draft:
- What I will never hand to AI:
- The time I expect to save:
Make it stick
Drafts, not decisions:
- Use AI for drafts; keep judgment yours.
- Protect student data.
- Bring a prep task AI sped up to the next PLC.