AI · Education · Inclusion
Generative AI for teachers: method, sources and inclusion
AI can ease preparation, multiply formats and make materials more accessible. It becomes educationally useful when the teacher keeps intention, control and responsibility.
Goal before tool
Technology enters the lesson when it improves a specific learning experience.
Outputs you can check
Sources, omissions and alternatives belong within the activity itself.
Accessibility with substance
More formats and ways in, with the core knowledge kept intact.
The learning goal comes before AI
Starting with the tool can lead to impressive but unhelpful exercises. The first question should be: what understanding, skill or discussion do I want to enable? Only then do we decide whether AI helps and at what stage.
A generative model can suggest examples, simplify text, simulate viewpoints or create an initial structure. It does not know the class, relationships, learning pace or the educational value of mistakes. That remains the teacher's role.
The risk goes beyond mistakes: handing over the thinking
Plausible text can be false, incomplete or built on weak sources. Every activity should therefore make the process visible: what we asked, what assumptions the model made, what we checked and what we chose to discard.
Verification is not paperwork. It is where AI becomes a way to practise critical thinking: comparing answers, finding primary sources, recognising omissions and explaining a choice.
- Always separate generation from verification.
- Ask for sources, but check them outside the model.
- Assess the reasoning as well as the final result.
Inclusion means offering more ways into the same knowledge
For students with learning differences or special educational needs, and multilingual classes, AI can turn the same content into a map, a visual sequence, a glossary, an easy-to-read version or a graded explanation. The benefit is a different way in, while keeping the learning goal.
Every adaptation must be reviewed: simplifying should preserve substance, translation does not make a context neutral, and visuals cannot replace experience. The final decision remains pedagogical.
A repeatable activity in four steps
My classroom method is straightforward: watch a short demonstration, try a real case, review the outputs critically and turn what works into reusable material.
This approach narrows the gap between those already using these tools and those who have not had the time or confidence to begin. You need a clear starting point and sound criteria, without having to know everything.