Can you trust an AI teaching assistant's sources?
Check an AI teaching assistant's citations against the original passages, dates, and teaching context, with a worked example and an educator checklist.
What should an AI teaching assistant be allowed to do?
Set practical permissions for an AI teaching assistant: limit data access, separate drafts from actions, and keep educators in control of what reaches learners.
How to test an AI teaching assistant before educators rely on it
A practical testing guide for education teams: define the task, check realistic cases, measure teacher review, and pilot an AI teaching assistant.
Map a manual workflow before adding AI
A practical guide to mapping a manual workflow as it happens, validating the handoffs and exceptions, and finding what to fix before choosing technology.
How to find the first AI workflow worth automating
A practical way to choose an AI workflow by looking at repeated work, available evidence, error costs, and simpler alternatives.
A production readiness review for AI systems
A practical review for founders and operations teams moving an AI pilot into dependable daily work.