Teaching, tutoring, and course creation resources
Practical guidance for teachers, tutors, course creators, schools, parents, and students.
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AI for teachers

AI Privacy Policy for Teachers: A Practical Template for Safer AI Workflows
Use this plain-English AI privacy policy template to decide what learner, parent, assessment, and business information should stay out of generative AI tools. Includes a traffic-light decision system, workflow examples, and a pre-prompt checklist for independent teachers and course creators.

Set Clear Boundaries for AI Study Tools—Without Outsourcing Learning
AI study tools can support practice, explanation, planning, and revision, but students still need to do the thinking that learning requires. Use this traffic-light framework, disclosure prompts, and assignment-design checks to set practical expectations across classrooms, tutoring, and online courses.

ChatGPT for Teens: A Tutor’s Safeguarding Checklist for AI-Supported Learning
ChatGPT for Teens gives tutors a timely reason to set clear boundaries for AI-supported study. Use this practical framework to define permitted use, protect student privacy, involve families, and keep student thinking visible.

AI Safety Checklist for Teachers and Course Creators Teaching Teens Online
A practical, platform-agnostic checklist for setting safe, transparent boundaries around AI use with teenage learners. Use it before launch, in learner and parent communications, and in a short weekly review routine.

AI Tutor Guardrails: A Practical Framework for Safer, More Useful Learner Support
Correct answers are only one part of effective AI tutoring. Use this practical framework to define an AI tutor’s role, authority, tone, escalation boundaries, repair behaviours, and pre-launch review process.

Draft Faster, Keep Teacher Judgment: A Human-in-the-Loop AI Feedback Workflow
AI can help teachers draft routine feedback, but it should not make final instructional decisions. Use this practical workflow to turn student evidence and clear criteria into reviewed, personalised next steps.

AI Tools for Teachers: A Practical Evaluation Checklist Before Students Use Them
New AI features can make planning, feedback, and resource creation faster—but a useful classroom workflow still needs a clear learning purpose, teacher oversight, and careful data handling. Use this repeatable checklist and pilot worksheet to decide whether an AI tool is ready for your learners.

The 20-Minute Quality Check for AI-Generated Course Content
Use this practical AI generated course quality checklist to make a clear publish, revise, or do-not-publish decision before learners see AI-assisted materials. Review accuracy, pedagogy, sources, accessibility, and learner safety in a focused 20-minute workflow.

Fast Model or Stronger Model? Choose the Right AI Model for Each Educational Task
AI model selection in education is less about finding one “best” model and more about matching capability to the teaching task. Use faster models for repeatable, high-volume work and stronger models where course structure, nuanced feedback, or assessment judgement needs more careful reasoning.









