Evaluating AI Tools & LLMs for Your Use Case

Instructional Impact

Evaluating AI Tools & LLMs for Your Use Case

A rubric for deciding whether a tool earns a place in your classroom.

Learning Outcomes

By the end of this lesson, you will be able to:

Evaluate any AI tool against real criteria rather than marketing claims or peer recommendations
Weigh instructional fit, privacy protections, and cost together as part of a balanced decision
Confirm whether a tool meets your district’s minimum privacy standards before adoption
Match a tool’s actual strengths and limitations to your specific classroom need

Not All AI Tools Are Created Equal

Before adopting any new AI product, evaluate it against a multi-criteria rubric — not a polished demo or a colleague’s recommendation. The goal is a tool that genuinely fits your instruction and clears your district’s privacy bar.

Demos and word-of-mouth are not enough — tools vary widely in accuracy, data practices, and instructional fit.
A structured rubric gives you consistent, defensible criteria to compare options side by side.
The right tool is one that meets a real classroom need and satisfies your district’s minimum privacy standards — both matter.

Eight Criteria for Evaluating Any AI Tool

Instructional Fit

Does the tool meet a genuine classroom need, or is it a solution in search of a problem?

Accuracy & Grounding

Does it provide verifiable sources so outputs can be checked and trusted?

Privacy & Data Handling

Does it protect student PII and comply with district policy and applicable law?

Admin Controls

Can the district manage settings, permissions, and user access at an administrative level?

Transparency

Is it clear what the tool does with your inputs — how data is stored, used, or shared?

Accessibility

Does it support English learners and students with diverse needs without added barriers?

Two Non-Negotiables

Two things are non-negotiable: match the tool’s strengths to a real need, and confirm it meets your district’s minimum privacy standards. A tool that fails the privacy floor is a no — however impressive the rest.

Check Your Understanding

A quick check on the evaluation rubric.

Capstone Activity

Apply What You Learned

Pick one AI tool you are currently considering for your classroom. Score it — even quickly — against the eight criteria covered in this lesson: instructional fit, accuracy and grounding, privacy and data handling, admin controls, transparency, accessibility, technical capacity, and cost and licensing. Then reflect: where does the tool fall short, and is that shortfall a deal-breaker or a manageable trade-off you can work around?

Your Response:

[Capstone Box]

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