Accuracy
- Verify facts, worked examples, and answer keys before student use.
- Check that standards or curriculum references match the actual local expectation.
- Remove unsupported claims, outdated information, or invented citations.
Student Safety
- Avoid entering unnecessary personal student data into prompts.
- Review age-appropriateness, tone, and sensitive-topic handling.
- Keep a teacher, tutor, or parent in the final decision loop.
Fairness and Access
- Look for assumptions about culture, language, ability, family structure, or resources.
- Add accommodations and alternatives for learners who need them.
- Check that activities do not require unavailable devices, paid tools, or home support.
Classroom Fit
- Adjust pacing, grouping, and materials to match the real classroom.
- Replace generic examples with local texts, units, and prior learning.
- Confirm that assessments measure the stated objective.