IntelliGrade An End-to-End Outcome-Based Examination Management and Intelligent Script Evaluation Ecosystem
Transforming the higher education examination lifecycle — from Central Exam Controller Governance & AI Routine Scheduling to 23-Taxonomy OBE Question Paper Design, Dual Intelligent Script Evaluation Workbenches, and Live 8-Sheet Course Tabulation.
4 Roles
Controller, Dept Head, Teacher, Student
23-Section OBE
Bloom's & CO/PO/KP/CEP/CEA Taxonomy
Dual Workbenches
Multi-Provider AI & Direct Manual
100% Control
Instructor Authority & Live Tabulation
Complete Academic Examination & Evaluation Ecosystem
IntelliGrade seamlessly coordinates every phase of the higher education examination lifecycle within an integrated, institutional-grade architecture.
Institutional Governance & AI Routine Ingestion
Chief Exam Controllers administer Colleges, Schools, Departments, Course Catalogs, approve student registrations, and parse multi-page exam routines using AI OCR with 0ms course matching.
Outcome-Based Education & 23-Taxonomy Studio
Author question blueprints with complete IUBAT OBE metadata: Bloom's cognitive taxonomy, CO1–CO6, PO1–PO12, Knowledge Profiles, engineering problem tags, diagrams, and LaTeX formulas.
300 DPI Preprocessing & Boundary Discovery
Ingest multi-page PDF/image student answer scripts with automated 300 DPI normalization, OpenCV deskewing, hybrid OCR (PyMuPDF, Tesseract, EasyOCR), and regex heading boundary detection.
Dual Evaluation Workbenches
Choose between the Intelligent AI Evaluation Wizard (v3.0) with multi-provider failover (Moondream, Groq, Gemini, OpenAI) and the Direct Manual Grading Wizard for instant teacher scoring.
Real-Time OBE Tabulation & 8-Sheet Excel
Live bi-directional tabulation aggregating CT (10%), Midterm (25%), Final (50%), Assignment (10%), and Attendance (5%) with automated 8-sheet OBE Excel workbook export and student sync.
Department Oversight & Student Transparency
Department Heads track live departmental pass rates and CQI analytics, while students access detailed question-level feedback and download certified watermarked PDF answer scripts.
The End-to-End Examination Lifecycle
From institutional structure setup and routine scheduling to script evaluation, teacher verification, and official tabulation.
Institutional Governance & AI Routine Ingestion
Chief Exam Controller sets up Colleges, Departments, and Course rosters, then scans university exam routines via AI to automatically schedule examination sessions.
23-Taxonomy OBE Question Paper & Master Solution Studio
Course instructor authors question papers with Bloom's taxonomy, CO/PO classifications, rubric criteria, and uploads golden master benchmark solutions.
Dual Evaluation Pipelines: AI Wizard or Direct Manual
Faculty uploads student scripts. Choose AI Evaluation Wizard (300 DPI OCR, auto-boundary mapping, multi-provider AI scoring) or Fast-Track Manual Grading Wizard (instant page slicing without AI).
Split-Screen Teacher Verification & PDF Certification
Faculty inspects scanned script side-by-side with rubric criteria, overrides marks if needed, and finalizes the evaluation to stamp certified watermarked PDFs.
Live OBE Course Tabulation, 8-Sheet Excel & Student Transparency
Live sync aggregates multi-assessment scores into course grade records, compiles official 8-sheet Excel files, and opens transparency dashboards for students.
Ready to Access Your IntelliGrade Portal?
Choose your designated academic role to enter your permission-scoped evaluation and governance workspace.