FAQ

Does Lumen automatically grade answer sheets?

No. Lumen is positioned as AI-assisted academic evaluation. Teachers review, override, and approve marks before finalization or export.

What does the first pilot include?

Start with one assessment, one subject, one language, 20-50 answer sheets, a teacher-provided marking scheme, and a clear review workflow.

What do institutions measure?

Measure time saved, extraction confidence, scoring confidence, teacher override rate, mandatory review cases, cost per answer sheet, and teacher satisfaction.

Can Lumen support outcome reporting?

Yes, when assessment and rubric data are mapped to outcomes. Lumen can support question analytics, concept misses, and outcome attainment reporting.

Can Lumen integrate with SIS or ERP systems?

The intended integration path includes roster import, assessment metadata sync, external ID mapping, approved final result export, and operational status visibility.

What does Lumen avoid promising?

Do not promise fully automated grading or unsupported accuracy guarantees. Promise controlled evaluation improvement, teacher review, auditability, and measurable pilot outcomes.