Eduvion/Educore is an intelligent educational automation platform that combines:
LLM-powered content generation (questions, study notes, course content)
RAG (Retrieval-Augmented Generation) so responses come from uploaded institutional/course documents
Role-based portals for Admin, Faculty, and Students
Assessment + evaluation automation with report cards and feedback
Voice-enabled document search + playback (Voice Search + Play)
Many more...
It is designed as a practical “AI teaching assistant + content engine + assessment system” in one workflow.
Question Bank Generation (LLM / DB)
Assessment Paper Creation
Online Exam Delivery (Timed)
Auto Grading + Report Cards
Course Design + Study Material Generation
RAG-based Custom Knowledge Assistant (EduCore)
Voice-enabled Search + Audio Playback
More features will be added...
Clean Login UI with email/password
OTP Verification during registration/email verification
Three portals:
Admin Panel
Faculty Panel
Student Panel
Admin dashboard provides:
Assessment Generator
Course Design
Resource Library
Lesson Plans
Report Card
Custom GPT (EduCore)
User Management
System Settings
Plus: global “Search from your knowledge base…”
Faculty dashboard provides:
Assessment Generator
Course Design (study materials generation + topic saving)
Resource Library
Lesson Plans
Report Card
Custom GPT
Knowledge-base search bar for fast retrieval
Student dashboard provides:
Assessments & Evaluation
Study Materials
Lesson Plans
Report Card
Knowledge-base search bar
Faculty opens Assessment Generator
Enters:
Faculty uses Filter Questions:
System lists available questions
Faculty checks which questions to include
Clicks Save Assessment Paper
Student opens Assessments & Evaluation
Selects Subject to Start Exam
Clicks Start Exam
Exam interface displays:
Student submits answers
After submission:
Student sees confirmation:
Score (example shown: 3/5)
Percentage (example shown: 60%)
Student can open My Report Cards, showing:
Attempt history (Attempt #1, #2, #3…)
Degree + subject
Total questions, correct/wrong
Score + percentage
Status (Pass/Fail)
Short feedback (example: “Practice more” / “Outstanding work”)
Timestamp (“Attempted on …”)
Faculty opens Course Design:
Left panel shows course structure (example: Cybersecurity → Introduction → topic list)
Main panel generates structured content for a topic (example: “Understanding Security and Privacy”)
Faculty can check/select topics and Save Selected Topics
Faculty opens Custom GPT (EduVion) and sees:
A) Upload RAG files
Select Topic (example: Cybersecurity)
Choose files
Click Upload
System shows upload status:
Uploaded / Skipped / Failed
B) View uploaded RAG file summary
A table shows:
Subject
Original filename + stored filename
File type (PDF etc.)
Chunks count
Upload count
Images extracted
First/last uploaded timestamps
First/last image timestamps
On the same EduVion page:
User enters query in Search Documents
Clicks:
Search (text query)
Voice Search (speech input)
Play (audio playback of response)
Results appear under “Results Given by EduVion”
Modern institutions struggle with:
Too much manual effort to create question banks, assessments, lesson plans, and study material
Difficulty keeping learning content aligned with syllabus + instructor standards
Students needing instant, accurate learning support from trusted course content (not random web answers)
Lack of integrated tools: content creation, exam delivery, evaluation, and analytics are often disconnected
Eduvion solves this by making course delivery automated, consistent, and scalable to keep control in the hands of faculty and admin.
60–80% reduction in academic content creation Time
Faster assessment cycles
Zero manual grading
Scalable AI teaching assistant without hiring costs
Trusted and hallucination-resistant AI responses
Standardized assessments across departments
Curriculum-aligned content generation
Data-driven student performance insights
Improved accreditation readiness
Designed for future expansion into agentic AI and adaptive learning systems
Long-term: Eduvion enables institutions to shift from manual, instructor-centric workflows to intelligent, scalable, learner-centric ecosystems for the next generation of AI-driven learning and assessment.