Fair comparison
AI detection tools and QLM solve different parts of the learning problem.
AI detection tools try to estimate whether text or other output may have been generated by AI.
QLM redesigns assessment so process, reasoning, transparency, and performance evidence are visible from the start.
Comparison table
| Question | AI detection tools | QLM |
|---|---|---|
| Primary value | AI detection tools try to estimate whether text or other output may have been generated by AI. | QLM redesigns assessment so process, reasoning, transparency, and performance evidence are visible from the start. |
| Assessment evidence | Usually limited to completion, response, or usage data. | Captures decisions, explanations, misconceptions, and process evidence. |
| Teacher or leader workflow | Often separate from intervention planning. | Connects evidence to intervention, review, or rollout decisions. |
FAQ
Questions this page answers.
Does QLM detect AI writing?
No. QLM is focused on assessment design, process evidence, and transparent AI use.
Why not rely on detection?
Detection can be disputed and does not itself show mastery or reasoning.
Next step
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