The Bouncer — UPSC PDF Relevance Analyser
Stop wasting hours on low-value material. The Bouncer analyses every uploaded PDF against 1,400+ real UPSC past questions and the complete GS syllabus to give you an instant relevance verdict — before you invest your time reading it.
How it works
When you upload a PDF, the Bouncer detects topic boundaries using semantic analysis and splits the document into segments. Each segment is scored independently — a single PDF covering fiscal policy and Indian art gets two separate verdicts, not one averaged score.
Each segment receives a Prelims relevance score and a Mains relevance score, both based on cosine similarity against real PYQ embeddings and syllabus topic embeddings. The scoring happens in under 30 seconds for PDFs up to 30 pages.
What you get
Privacy first
Your PDFs are processed in memory and deleted within 60 minutes. No PDF is ever stored permanently. Full DPDP Act 2023 compliance.
10 PDFs/month on the free plan