AI strategy: Teacher / instructor
Prioritized AI adoption map. Date: 2026-07. Sources: GDPval, AEI, O*NET, and the education review. The role hub lists tools for schools, including Uchi.ru. ← Role hub
ContextAI works well as an assistant that reduces preparation and grading work. Motivation and live contact with a student remain human responsibilities.
1. Preparation (high priority)
| No. | Goals | KPIs | Initiatives |
|---|---|---|---|
| 1 | Lesson plans and assignments | preparation time · quality | an assistant for drafts · MagicSchool or Diffit for level-based materials |
| 2 | Materials for different ability levels | level coverage | versions of the same text for the class, which is instructional differentiation |
2. Assessment (high priority)
| No. | Goals | KPIs | Initiatives |
|---|---|---|---|
| 3 | Draft feedback based on criteria | grading time | AI draft · a person grades and remains accountable |
3. Explanation (medium priority)
| No. | Goals | KPIs | Initiatives |
|---|---|---|---|
| 4 | Explain one topic in different ways | student understanding | several explanations · practice tool such as Khanmigo |
4. Contact and facts (foundation)
| No. | Goals | KPIs | Initiatives |
|---|---|---|---|
| 5 | More time for motivation and work with each student | engagement | less preparation, more live contact |
| 6 | Verify facts and protect children's data | incidents | check primary sources · handle personal data with care |
Where to start: the first round
The tables are a map of what is possible, not your plan. Start with process scoring. Ask whether the task repeats, has enough volume, produces a checkable result, carries an affordable error cost, and has usable data. For most teachers, the first round looks like this:
- No. 1, lesson plans and assignments. The task repeats every week and has enough volume. Before class, compare the result with your own curriculum or national Standards, known as FGOS.
- No. 2, materials for different ability levels. Start with one topic, create versions for different class levels, and have the teacher check each version before distribution.
- No. 4, different explanations of one topic. The error cost is low because this is a draft explanation for the teacher's preparation, not unchecked direct contact with a student.
Not in the first round: No. 3, "draft feedback on student work," already affects a student's assessment. Build the review habit on Nos. 1, 2, and 4 before adding feedback drafts. The teacher always owns the grade and accountability. If a tutor such as Khanmigo from the role hub works with a student directly, use the separate "hint, not answer" discipline in AI tutor training mode. This is different from a teacher preparing materials for personal use.
Keep these parts of teaching human
- A student's grade. AI does not grade alone. The teacher makes and signs the final decision.
- Student evaluations and references. AI does not write them without human involvement.
- Motivation and live contact. Work with the actual student, not an "average" class member.
- Data about minors. It needs special handling and must not go into open services.
- Facts in teaching materials. Review them before the class receives the material.
Review points and stop thresholds
Give every first-round initiative its own review point in the Human Review Matrix and set a threshold in advance in the agent contract:
| Initiative | What a person checks | Stop threshold (example, replace with your own) |
|---|---|---|
| No. 1 lesson plans | verify facts and alignment with the curriculum or FGOS before class | one factual error means the plan cannot be used without a complete review |
| No. 2 level-based materials | check that the simpler version does not distort the topic | if the lower-level version loses the meaning of the topic, revise it manually before distribution |
| No. 4 topic explanations | compare at least one explanation with the textbook or curriculum | if the explanation conflicts with the curriculum, do not use it and revise the request |
Before you expand, build a reference set of 20 cases. For a teacher, use 20 materials or lesson plans in the subject that were already reviewed by hand and have a known correct level. Test a new tool on them before trusting the flow.
Two paths from here
- You are a teacher: open the role hub, map your week, and build a personal plan in the Volume 1 workbook.
- You lead a curriculum or school function: use process scoring, write the first agent contract, and complete the full path in the Volume 2 workbook.
DisciplineVerify facts in every teaching material. A person grades the student. Handle data about minors with care.
Sources: profession automation review (GDPval, AEI, O*NET); book, Chapters 2, 3, and 7. Version: 2026-07-09. What changed: added "Where to start: the first round," "Keep these parts human," "Review points and stop thresholds," and "Two paths from here."