MSBTE Question Paper & University Past Paper Analyser
Upload your past question papers and let QuestionRank AI detect patterns, score importance, and surface the questions most likely to appear in your exam.
Already-Analysed Papers
Pattern Detection AI
Finds the same question asked differently across 5+ years using semantic matching. It understands intent, not just keywords.
OCR Support
Tesseract OCR reads handwritten or printed scans. No need to re-type old paper data manually.
Star Importance Score
Every question gets a 1–5 star rating based on AI-weighted metadata signals.
Topic-wise Breakdown
AI names every topic cluster so you see which chapters carry the most exam weight across all your papers instantly.
Upload Question Papers
Drop PDFs here or click to browse
PDF / Scanned PDF • Multiple files (min. 2 required) • Max 3 MB per file
AI SETTINGS
Syllabus Context (Optional)
Sign in with Google and add at least 2 PDFs (max 3 MB each) to enable analysis
The Analysis Pipeline
See how Peparlance transforms raw PDF question papers into high-impact revision insights in seconds.
Upload
Drag 2+ past papers as PDFs
Extract
OCR reads scans & digital text
Clean
Strips headers & instructions
AI Analysis
Semantic clustering & grouping
Rank
Score based on 4 weight signals
Download
A4 PDF report ready to print
"Every student deserves to walk into an exam knowing they have prepared the right things."
Mission-Driven AI for the Modern Learner
Peparlance was born from a simple frustration shared by millions: the mountain of past papers with no clear signal about where to focus revision time. We apply professional-grade data analysis directly to exam preparation.
What started as a weekend project to decode MSBTE question patterns has grown into a full analysis engine — reading years of past papers, spotting the questions that keep coming back, and turning that into a study plan students can actually trust.
Transparency over black boxes. Every score is explainable across 4 key signals.
Privacy first. Extraction happens in your browser—no files ever hit our server.
Accessible to everyone. No paywalls on core analysis features.
Built for MSBTE students, by a student. Every feature comes from a real revision problem we hit ourselves.
Built by a Student, for Every Student
I built Peparlance because I sat exactly where you're sitting now — surrounded by five years of past papers, no idea which questions actually mattered, and no time to figure it out by hand. So I taught an AI to do what I wished someone had done for me: read every paper, find what keeps repeating, and turn it into a plan I could trust.
Peparlance isn't built by a company that studies students from the outside. It's built by one of you, still solving the same problem, one release at a time.
— Shreyash Kashinath Wakse, Founder
What Drives Peparlance
Our Mission
Help students prepare smarter, not harder — using AI to turn years of scattered past papers into a clear, trustworthy revision plan for every exam.
Our Vision
Make quality exam preparation accessible to every student, regardless of coaching, budget, or background — starting with MSBTE and university learners across India.
Why Choose Peparlance AI
AI Paper Analysis
Upload years of past papers and let AI cluster, rank, and explain every question in minutes — no manual sorting required.
Repeated Questions Detection
Semantic matching spots the same question asked differently across years, so you know exactly what keeps coming back.
Smart Study Plan
Get a day-by-day plan ranked by real exam weight, built from your own analysed papers and days remaining.
AI Answer Checker
Write an answer and get instant AI feedback against exam-style expectations, so you know where you stand before the real thing.
What We Stand For
Student First
Accuracy
Privacy
Innovation
From Idea to Impact
Idea
A frustrated weekend spent sorting MSBTE past papers by hand sparked the question: what if AI did this instead?
Development
The core engine took shape — PDF extraction, OCR, and a multi-provider AI pipeline to cluster and rank questions.
Beta Launch
A small group of students tested early analysis reports and helped shape the star importance scoring system.
Public Launch
Peparlance AI opened to everyone — free core analysis, practice papers, and study plans for MSBTE and university students.
Future Roadmap
More subjects, deeper AI answer checking, and collaborative study rooms — built the same way everything else was: from real student feedback.
Peparlance AI in Numbers
What Students Say
I stopped guessing what to revise. The repeated-question detection alone saved me a full week before my MSBTE exams.
The star importance score changed how I prioritise chapters. It's like having a senior explain the exam pattern to you.
Free, fast, and it actually works on scanned papers thanks to OCR. Practice Paper mode is now part of my daily routine.
Real Reviews, Real Students
Live feedback from students who've used Peparlance AI to prepare — pulled straight from our community.
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Frequently Asked Questions
Yes. Paper analysis is free, with no paywall on the core upload-and-analyse feature. Practice Paper, Study Plan, Guess Paper and the AI chat assistant are part of Premium.
You'll need to sign in with Google to run a new analysis, so your reports and history can sync safely to your account.
MSBTE diploma question papers and university past papers across most engineering subjects, including scanned copies via OCR.
Every question is scored across explainable signals — frequency, similarity, marks, and recency — so it's a strong revision guide, not a black box guess.
Text extraction happens in your browser. Only the extracted question text — never your raw files — is sent for AI analysis.
Start Your Smart Exam Preparation Today
Join thousands of MSBTE and university students who stopped guessing and started preparing with data.