Building an AI Tutor Around Your Curriculum

Define the learning boundary first

A curriculum-grounded tutor begins with a learning objective and an approved body of material. Specify the subject, learner level, prerequisites, terminology, and kinds of assistance the institution wants to provide. A broad instruction to help with science gives educators little basis for deciding whether an answer fits the programme. A defined unit makes coverage and limitations easier to inspect.

Identify where the assistant belongs in the learning sequence. It might support revision after teaching, guided practice between sessions, or navigation through approved explanations. Each placement implies a different role. A revision assistant can remind students of a taught method; a diagnostic activity may need to surface a misconception without teaching the next topic prematurely.

Map sources to objectives and teaching rules

Build a simple content map linking each objective to approved explanations, examples, practice tasks, and common errors. Record the owner and version of each source. Keep confidential assessment material outside the learner-accessible collection. Where teachers use different valid methods, record how the assistant should handle those alternatives rather than forcing an arbitrary single answer.

An illustrative biology unit could distinguish recalling a term, comparing two processes, and interpreting a diagram. Each needs a different response pattern and review rubric. A glossary may support the first objective but will not establish whether an explanation of a diagram is educationally sound. The content map reveals those gaps before interface development begins.

Design feedback as a sequence

Write examples of how the tutor should respond to a correct answer, a partially correct attempt, a misconception, and a request for the full solution. Decide when it should ask a clarifying question, offer a hint, provide a worked explanation, or direct the learner to a teacher. These decisions belong with the teaching team and should be visible in evaluation materials.

For an illustrative fractions task, the learner might add denominators when adding two fractions. The tutor could ask them to represent both fractions with equal-sized parts before trying again. The useful behaviour is the targeted next step. A long explanation that never addresses the misconception may look helpful while leaving the learner unsure what to do.

Ground answers without treating retrieval as proof

Retrieval can supply relevant approved passages to a model, but finding a passage does not guarantee a correct explanation. Test whether the system selects the appropriate source, preserves qualifications, handles notation, and avoids combining incompatible versions. Check what happens when the requested topic lies outside the approved unit. The response should communicate that boundary and suggest a supported next step.

Prepare content for the formats learners actually use. Extracted equations, tables, diagrams, and image captions need human inspection. If a pilot cannot reliably interpret diagrams, say so and design a supported alternative. An educator-approved text description may be useful for some activities, while others should remain with the teacher until suitable access and evaluation are available.

Evaluate with both educators and learners

Create a review set that covers the intended objectives and plausible learner mistakes. Ask subject reviewers to assess factual correctness, alignment with the taught method, usefulness of the next step, and appropriateness for the learner level. Keep a portion of evaluation material separate from examples used to tune the tutor so the review is not simply checking memorised demonstrations.

Then observe intended users completing realistic tasks. Distinguish whether students understand the tutor's wording from whether they can apply the underlying concept independently. UNESCO's guidance calls for pedagogical validation and human oversight; this project approach turns those principles into a local review process. A limited pilot can establish feasibility without proving a general improvement in learning outcomes.

Keep curriculum ownership after launch

Assign a curriculum owner to approve source changes and an operational owner to manage access and incidents. Record which content and configuration version produced an evaluated response. Recheck affected cases when a unit, model, retrieval setting, or instructional rule changes. A tutor should evolve through controlled updates rather than silently absorbing every document added to a shared folder.

• Choose one coherent unit and define what learners should be able to do.
• Prepare a source-to-objective map and examples of desirable feedback.
• Agree assessment boundaries, teacher handoff, and missing-content behaviour.
• Run educator and learner review before expanding subject coverage.