Buyer problem
The buyer needs credible evidence.
Course outcomes often require reasoning and judgment, but final submissions can hide how the work was produced.
Why traditional tools fail
Legacy tools see output, not thinking.
Rubrics usually score final work even when the process is what distinguishes mastery from imitation.
How QLM solves it
QLM captures the process.
QLM makes process visible through checkpoints, simulations, defenses, and transparent AI-use evidence.
Evidence captured
The pilot produces reviewable signals.
Evidence includes planning, feedback response, revision rationale, source evaluation, and transfer performance.
Pilot design
A focused pilot can run before a district or institutional rollout.
Redesign one assignment sequence and compare whether process evidence improves feedback and integrity review.
- Select one cohort and one measurable outcome.
- Run QLM for a short cycle with teacher or leader review.
- Review misconception, reasoning, and evidence patterns.
- Decide whether to expand the pilot.
FAQ
Questions this page answers.
Can process evidence be graded?
Yes, if the rubric defines what planning, revision, and reasoning quality mean.
Does this increase workload?
It can reduce disputes and improve feedback when checkpoints are structured and limited.
Next step
Turn the category into a pilot.
Use this path when you want a pilot, research partnership, or product walkthrough.
Explore the glossary →