Lumen
Lumen is Caldorus’s assessment intelligence product for institutions that need faster academic evaluation without giving up teacher control.
Lumen helps universities, colleges, exam cells, academic quality teams, and SIS/ERP partners run rubric-based answer-sheet evaluation with:
- AI-suggested marks and explanations
- teacher review, override, and final approval
- confidence signals and moderation queues
- academic analytics and outcome reporting
- approved exports into institutional workflows
The right frame is AI-assisted academic evaluation with teacher control, auditability, and learning insights.
When Lumen fits
Lumen is a strong fit when an institution needs to:
- reduce descriptive answer-sheet evaluation effort
- standardize rubric interpretation across evaluators
- preserve review evidence for moderation and audit
- understand concept misses, question difficulty, and outcome attainment
- export finalized results after review policy is satisfied
Pilot posture
The first pilot stays narrow enough to measure trust:
- one institution or department
- one subject and one language
- one descriptive assessment
- 20-50 answer sheets
- teacher-provided answer key or marking scheme
- final teacher approval before export