Resource center · QLM category creation

Education Assessment Resources

AI-era education needs assessment that sees reasoning, process, and intervention needs.

Authority map

The future of assessment is evidence of thinking.

Teachers and professors need better ways to assess learning when final answers can be generated.

QLM connects Socratic tutoring, simulations, TeacherOS, and assessment conversion into one evidence workflow.

Topic clusters

TutorSocratic supportPreserve productive struggle while surfacing misconceptions.
TeacherIntervention intelligenceTurn learning evidence into specific support actions.
Higher edAssessment integrityConvert AI-vulnerable assignments into process-based evidence.

Resource index

Explore the QLM authority graph.

Category hubAdaptive Assessment InfrastructureQLM defines adaptive assessment infrastructure for the AI era: simulation-based evidence of reasoning, process, mastery, and intervention needs.Category hubSocratic AI TutorQLM's Socratic AI tutor supports productive struggle, misconception-based tutoring, and teacher-facing intervention evidence without simply giving answers.Category hubTeacherOSTeacherOS helps teachers identify misconceptions, prioritize micro-interventions, and use AI evidence without replacing teacher judgment.Category hubAssessment Conversion StudioQLM Assessment Conversion Studio helps educators redesign traditional assignments into simulation-based, process-based performance assessments.Public demo toolAssessment Resilience ToolUse QLM's public demo tool to evaluate whether an assignment or assessment captures process evidence, AI-use transparency, transfer, and intervention signals.Public demo toolConvert This AssignmentUse QLM's public assignment conversion demo to turn a traditional prompt into a process-based assessment with evidence checkpoints, AI-use rules, and transfer.Public demo toolSkill Evidence MapperUse QLM's public skill evidence mapper to turn a skill claim into observable performance evidence, rubric levels, transfer signals, and living profile language.SchoolsAI Math Tutor for SchoolsQLM's AI math tutor helps schools support reasoning, misconception detection, and teacher intervention without simply giving students answers.SchoolsTeacherOS for SchoolsTeacherOS helps schools use QLM evidence to prioritize intervention, reduce teacher workload, and support student reasoning.Higher educationAssessment IntegrityQLM helps colleges and universities redesign assessment integrity around process, reasoning, and transparent AI use.Higher educationProcess-Based AssessmentQLM helps faculty assess planning, reasoning, revision, and AI use rather than relying only on final submissions.

Next step

Turn the category into a pilot.

Use this path when you want a pilot, research partnership, or product walkthrough.

Explore adaptive assessment