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Pioneering AI-Driven EdTech in India

Building Intelligent
Platforms for the
Future of Education

D&R AI Solutions designs end-to-end, AI-powered software for universities, conference organizers, and academic institutions — turning complex workflows into seamless, intelligent experiences.

Explore Products
Flagship Product
Univanta — University ERP
From CRM to LMS — Every University Service, One Unified Platform
6 core modules
🎯
Confyro
Conference & Workshop Management Tool
🔍
PlagCheck Pro
Turnitin-level AI detection
🎥
Lecture Capture
Hybrid classroom recording + Whisper transcription
🏢
Facility Monitoring System
Smart campus infrastructure health dashboard
0+
Flagship EdTech Products
0+
AI Agent Types Orchestrated
0+
AI Capabilities Integrated
0+
Hardware Systems Integrated
D & R
Next.js React Node.js Python MongoDB PostgreSQL TensorFlow.js Transformers Own Build Livestreaming App Azure AI

AI-First Software for
Academic Excellence

D&R AI Solutions is an emerging technology company building intelligent, scalable platforms purpose-built for India's higher education ecosystem. We don't just digitize — we reimagine.

Our products power everything from a student's first lecture to their published research paper, weaving AI into every step: proctoring exams, detecting plagiarism, transcribing lectures, generating course content, and managing entire universities from a single dashboard.

Four Platforms. One Vision.

Each product solves a distinct pain point in academic operations — and they're built to work together.

🏛️
Univanta
From CRM to LMS — The Complete Education Industry Ecosystem on a Single Platform
In Development

Univanta is not just an ERP — it is the single window for an entire university's operations. From the first marketing lead that walks in, all the way to the student's graduation certificate and alumni engagement — every department, every workflow, every data point lives in one intelligent platform. Built for multi-campus, multi-program institutions that are tired of juggling 8 different software tools.

📣
CRM & Lead Management
Capture leads from website, social media, education fairs & referrals. Assign to counselors, track follow-ups, set reminders, run bulk SMS/email campaigns. Visual pipeline with conversion funnel analytics — know exactly where every enquiry stands.
📋
Admissions & Enrollment
Online application forms, document upload & verification, merit list generation, offer letter dispatch, fee payment gateway, and enrollment confirmation — all in a guided multi-step workflow with real-time status tracking for applicants.
📚
LMS — Learning Management
Course & lecture management, e-content uploads, assignments, discussion forums, automated attendance tracking, timetable generation, and live sessions via our own-built livestreaming app. Teachers and students each get role-tailored dashboards.
📝
Exam & Assessment Engine
AI-powered question bank with auto-generation from content, online & offline exam scheduling, real-time TensorFlow.js proctoring (face detection, tab switch alerts), auto-grading, result publication, and grade sheet generation.
💰
Fee & Finance Management
Flexible fee structures per program/batch/semester, installment plans, online payment via Razorpay, auto-generated fee receipts, defaulter lists, scholarship & concession management, and financial reports for administration.
🎓
Certificates & Verification
Bulk certificate generation with QR codes for instant verification. Marksheets, provisional certificates, migration certificates — all digitally signed and downloadable. Third-party QR scan verification portal included.
Quality & NAAC Compliance
Student feedback on courses & teachers, peer-evaluation workflows, faculty appraisals, NAAC metric tracking & report generation. Helps institutions maintain accreditation standards effortlessly.
🎯
Placement & Alumni
Manage campus recruitment drives, company onboarding, student job applications, offer tracking, and placement statistics. Alumni portal for network building, referrals, and mentorship programs.
🎫
Helpdesk & Grievance
Multi-tier L1/L2/L3 ticket routing, category-wise SLA tracking, escalation rules, student/faculty grievance management, and admin analytics dashboard. No query falls through the cracks.
🔐
Role-Based Access Control — 20+ Roles
Super Admin · University Admin · HOD · Faculty · Student · Counselor · Finance Officer · Exam Controller · Placement Officer · Alumni — every person sees exactly what they need, nothing more.
React 19 Express.js MongoDB TensorFlow.js Azure Blob Flask (AI microservices) Razorpay JWT + RBAC Node-Cron Puppeteer PDF
🎓
Live
Confyro
Conference & Workshop Management Tool

End-to-end platform for running academic conferences, workshops and symposiums — from call for papers to final publication. Handles multi-track peer review, live sessions, certificate issuance, and payment collection in one place.

Dynamic event website generation with custom slug
Multi-track paper submission & peer review with bidding
Real-time live sessions via own-built livestreaming app
Plagiarism detection integrated into paper scrutiny
QR-verified certificate generation (bulk + individual)
Razorpay & Stripe payment integration
Next.js 16 React 19 tRPC Prisma PostgreSQL Razorpay
🎥
Live
Lecture Capture System
Hybrid Classroom Recording & Streaming

A hardware-software system that auto-records physical classroom lectures on a Windows PC connected to a Smart TV, seamlessly merges segments from Android classroom mode, and streams live to remote students — all without teacher intervention.

Auto-scheduled recording via FFmpeg (Lumens VC-TR1 camera)
Dual-mode: PC recording + Android mode segment merging
Live streaming via own-built app with student OTP attendance
QR code scanning for on-site check-in verification
Admin portal: lecture management, recordings, schedules
Student portal: live class, playback, personal dashboard
Auto lecture transcription using OpenAI Whisper
React 18 Vite Express.js MongoDB FFmpeg Whisper (OpenAI) Own Build Livestreaming App
🔍
Live
PlagCheck Pro
Turnitin-Level Plagiarism & AI Detection

A 7-agent orchestrated plagiarism detection engine combined with 4-signal AI writing detection. Analyzes PDFs, DOCX and scanned images, produces professional similarity reports — comparable to Turnitin, at a fraction of the cost.

7 detection agents: Fingerprint, Exact, Semantic, BERTScore, TF-IDF, Source Finder, Scorer
AI writing detection: GPT-2 Perplexity, Burstiness, Vocab Diversity
OCR support for scanned documents (Tesseract)
Automatic citation & bibliography exclusion
PDF reports with source highlighting and charts
Submission dashboard with history tracking
Flask sentence-transformers BERT PyTorch scikit-learn Tesseract OCR
🏢
In Development
Facility Monitoring System
Smart Campus Infrastructure & Health Dashboard

Real-time monitoring of campus infrastructure integrated with Smart TVs, Lumens cameras, microphones and IoT sensors. Provides a live health dashboard for classrooms, labs, AV equipment and network devices — all from a single control panel.

Live health check dashboard for all connected devices
Smart TV, Lumens camera & mic status monitoring
IoT sensor integration for room occupancy & environment
Instant alerts for device failures or anomalies
Maintenance scheduling & service request management
Historical uptime analytics & facility usage reports
React Node.js MQTT WebSockets MongoDB IoT Integration

Intelligence Woven Into
Every Layer

Beyond our core products, D&R integrates cutting-edge AI modules that can enhance any existing platform — from intelligent tutors to predictive analytics, our AI stack is production-ready.

🤖
RAG Chatbot
Retrieval-Augmented Generation chatbot trained on course materials for instant, accurate student Q&A within any LMS
📚
AI Course Creator
Generate complete course content — syllabus, lectures, quizzes, assignments — from a topic or PDF in minutes
👁️
AI Proctoring
Real-time exam monitoring using TensorFlow.js: face detection, head-pose tracking, tab-switch alerts, and anomaly flagging
AI Question Generator
Auto-generate MCQs, short-answer, and scenario-based questions from any uploaded content using NLP models
🎙️
Lecture Transcription
Azure AI Speech integration to auto-transcribe recorded lectures with timestamps and speaker diarization
🧠
AI Writing Detector
4-signal ensemble (GPT-2 Perplexity, Burstiness, Vocab Diversity, sentence ratio) detects AI-generated academic text
📊
Predictive Analytics
Forecast student dropout risk and performance trends using behavioral and academic data patterns
🔎
Semantic Search
Cross-platform semantic search using sentence embeddings to find relevant content, papers, and resources instantly

Multi-Agent Intelligence
Meets the Physical World

D&R's agentic framework orchestrates specialist AI agents that collaborate autonomously to complete complex academic workflows — and integrates directly with physical hardware: Smart TVs, cameras, microphones, and classroom infrastructure.

Multi-Agent Orchestration
Autonomous Agent Pipeline
🎯
Orchestrator Agent
Receives task, decomposes into subtasks, routes to specialist agents with context
dispatches to ↓
🔍
Analysis Agent
NLP, semantic analysis, plagiarism detection, content classification
passes results to ↓
🧠
AI Generation Agent
Course content, exam questions, reports, certificates, summaries
forwards output to ↓
👁️
Monitoring Agent
Real-time proctoring, hardware health checks, anomaly detection
triggers ↓
Verification Agent
Cross-checks outputs, scores confidence, escalates to human review if needed
Hardware Integration
Live Device Health Dashboard
System Health — Physical Classroom Node
📷
Lumens VC-TR1
Auto-tracking PTZ Camera · 15fps
Live
🎙️
Echo-Cancel Speakerphone
USB Conference Mic · Active
Active
📺
Smart TV Display
Android / PC Dual Mode
Connected
💻
Recording Engine
FFmpeg · Segment Mode · Auto-merge
REC
📡
Live Stream
Real-time Student Broadcast
Streaming
15fps
Capture
2min
Heartbeat
Retry
🔗
Multi-Agent Orchestration
Specialist agents collaborate via message passing — each with defined roles, tool access, and failure fallbacks. No single point of failure.
🏭
Hardware-AI Integration
AI layer sits directly above physical devices — Smart TV, PTZ camera, USB mic — coordinating capture, streaming, and health monitoring in real time.
🩺
Device Health Monitoring
Heartbeat every 2 minutes. Instant alerts on camera failure, mic disconnect, network drop, or recording interruption — before anyone in the room notices.
⚙️
Autonomous Workflow Engine
Schedule-based auto-recording, auto-upload on class end, certificate dispatch on result publish — agents act without manual intervention.
🛡️
Fault-Tolerant Architecture
Segment-based recording — a crash never loses a full lecture. 3-retry upload logic, partial-failure recovery, and Android/PC mode seamless handoff.
📊
Unified Operations Dashboard
Single-pane view aggregating all hardware nodes, AI agent outputs, and platform events — giving administrators complete operational visibility.

Products That Work
Together Seamlessly

Our platforms aren't isolated tools — they form an interconnected ecosystem where data flows freely, AI enhances every touchpoint, and institutions can adopt one product or all four.

🏛️
Univanta
University ERP
🎥
Lecture Capture
Classroom Recording
🔍
PlagCheck Pro
Academic Integrity
🎓
Confyro
Research Publication
🤖
AI Layer
Across all platforms

A student enrolls via Univanta, attends lectures recorded by Lecture Capture, submits assignments checked by PlagCheck Pro, then publishes research managed through Confyro — powered by AI at every step.

Built for India's
Education Reality

We understand the constraints of Indian institutions: budget pressures, diverse tech environments, Razorpay over Stripe, local compliance, mixed connectivity. Our products are built with this in mind.

FOUNDATION
Born from Real Problems
Every product we build emerged from actual pain points observed in Indian universities and academic conferences — not hypothetical use cases.
APPROACH
AI-Native, Not AI-Bolted-On
Machine learning isn't an afterthought. From TensorFlow.js proctoring to BERTScore plagiarism detection, AI is designed into the architecture from day one.
VISION
Unified Platform, Modular Adoption
Institutions can start with one product and expand. Our shared AI infrastructure means each new product gets smarter with every deployment.
Production-Ready
3 of 4 products are already live in production with real users across institutions.
🔒
Security-First
JWT auth, RBAC across all platforms, bcrypt hashing, OTP verification, and API-level access control.
🌐
Cloud-Native
Cloud-native infrastructure with Azure Blob, managed deployments — built for horizontal scaling and zero-downtime.
🏗️
Modern Stack
React 19, Next.js 16, tRPC, Prisma, Tailwind 4 — we ship with the latest stable technologies.
🤝
India-First
Razorpay integration, Indian tax structures, local compliance, and UX designed for diverse user bases.
🚀
Rapid Iteration
Our small, focused team ships fast. New features go from idea to production in days, not months.

Our Technology Stack

Carefully chosen tools that balance developer productivity, performance, and scalability across all our products.

Frontend
Next.js 16 React 19 Vite Tailwind CSS 4 Framer Motion Tiptap Editor Lucide React shadcn/ui
Backend
Node.js Express.js tRPC Prisma ORM Mongoose Flask FastAPI NextAuth 5
AI & ML
TensorFlow.js PyTorch sentence-transformers BERT / BERTScore GPT-2 scikit-learn NLTK Azure AI Speech
Database
PostgreSQL MongoDB SQLite (WAL) Prisma Adapter
Infrastructure
Azure Blob Storage Own Build Livestreaming App Resend Nodemailer FFmpeg
Payments & Auth
Razorpay Stripe JWT bcryptjs OTP Verification QR Code Auth

Ready to Transform
Your Institution?

Whether you're a university looking for a full ERP, a conference organizer needing end-to-end management, or an institution wanting AI-powered academic integrity tools — D&R has a solution for you.

Email Us