Rubrics
Question-wise marking guidance
Capture max marks, expected concepts, mandatory points, optional points, common mistakes, and teacher instructions before evaluation begins.
Lumen Assessment Intelligence
Rubric-based evaluation with teacher control
Lumen Assessment Intelligence helps institutions run controlled answer-sheet evaluation with AI-suggested marks, explanations, confidence signals, teacher review, moderation, and approved exports.
Teacher-approved marksReview queuesApproved exports
Lumen console
Evaluation review queue
Assessment
Midterm Biology
Rubric score
86% ready
Review queue
23 cases
A-104
Photosynthesis explanation
7/10
82%Teacher review
A-118
Numerical derivation
4/8
61%Moderation
A-126
Case analysis
9/12
91%Approved
IDAnswerScoreSignalStatus
A-104Photosynthesis explanation7/1082%Teacher review
A-118Numerical derivation4/861%Moderation
A-126Case analysis9/1291%Approved
Teacher decision
91%
High-confidence answers can move faster while exceptions stay visible for review.
Teacher approvedModeration flag
Product summary
Built for universities, colleges, exam cells, academic quality teams, and SIS/ERP partners, Lumen helps reduce manual evaluation effort while keeping final academic judgment with teachers.
- Audience
- Universities, colleges, exam cells, and academic quality teams
- Primary workflow
- Descriptive answer-sheet evaluation
- Pilot motion
- One assessment with teacher review before export
What it includes
What Lumen Assessment Intelligence includes
These are the capabilities that matter: rubric quality, review speed, teacher approval, moderation, reporting, and result handoff.
Evaluation
AI-suggested marks with explanations
Generate suggested marks and rationale per question so reviewers can see what was found, what was missing, and where confidence is low.
Review
Teacher approval and override workflow
Keep final marks reviewable with teacher queues, override reasons, moderation states, and approval before export.
Quality
Confidence and moderation signals
Prioritize teacher attention using OCR confidence, scoring confidence, rubric misses, variance, and review-required cases.
Insights
Academic outcomes analytics
Convert evaluated answers into question analytics, concept misses, cohort trends, and outcome attainment reports for academic quality teams.
Integrations
Approved result exports
Prepare finalized marks, reports, and status records for SIS/ERP handoff after review and approval are complete.
Workflow
How Lumen Assessment Intelligence works
Lumen turns answer-sheet evaluation into a reviewable workflow from exam setup through teacher approval and institutional reporting.
01
Create the assessment package
Upload question papers, model answers, rubrics, and answer sheets, then confirm the assessment structure before scoring starts.
02
Extract answer evidence
OCR/HTR extraction turns scanned pages into reviewable answer evidence with confidence signals and unresolved warnings.
03
Generate rubric-based suggestions
AI scoring compares extracted answers against approved rubrics and returns suggested marks, explanation, missing concepts, and confidence.
04
Review, approve, and export
Teachers approve or override suggested marks, moderation handles exceptions, and only finalized results move into reports or exports.
Pilot measurement
Measure whether the pilot improves evaluation work
The strongest Lumen sales motion is a controlled pilot with clear success criteria: time saved, confidence, override rate, review cases, and teacher satisfaction.
Review model
Teacher approval remains the control point.
Lumen helps teachers move faster, explains suggested marks, and routes uncertainty into review. Teachers keep approval, overrides, moderation, and final export under academic control.
Average time saved per answer sheet
OCR and extraction confidence
AI scoring confidence
Teacher override percentage
Review-required case count
Teacher satisfaction
Trust model
Built for institution-safe review
Lumen’s trust story is based on human review, rubric versioning, confidence signals, auditability, and controlled result export.
Teacher control
- AI provides suggested marks and explanations for teacher review.
- Teachers can review, override, and approve before results leave Lumen.
- Moderation queues keep low-confidence and exception cases visible.
Auditability
- Evaluation records preserve rubric version, confidence, explanation, and review state.
- Override and finalization events create a reviewable academic decision trail.
- Export policy can align to institution, assessment, and retention needs.
Institutional readiness
- Assessment, candidate, and result data can align to SIS/ERP identifiers.
- Reports support academic quality review beyond raw marks.
- Pilot scope stays focused so value can be measured before rollout expands.
Lumen Assessment Intelligence
Discuss assessment workflow fit
Use a founder-led conversation to map Lumen against one assessment, rubric quality, teacher review flow, expected volume, and system export requirements.