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Intelligent Document Insightful Platform

In Progressfull stack

Turn stacks of PDFs into searchable knowledge — instantly summarized, tagged, and ready for Q&A.

📁 GitHub RepoBy Kyle Parsotan · 2026

Problem

Knowledge workers, researchers, legal teams, and analysts routinely deal with piles of unstructured PDF documents — contracts, reports, research papers, policy documents — and: - Reading every page is slow. Extracting the key point of a 40-page report can take longer than the meeting it's needed for. - Important details get buried. Critical clauses, risks, or findings are easy to miss when skimming. - Finding answers means re-reading. "What does this contract say about termination?" usually means Ctrl+F and hoping the right keyword was used. - Context switching kills productivity. Manually summarizing, tagging, and organizing documents pulls focus away from actual decision-making. - There's no lightweight, self-hostable tool that lets you upload a document and immediately get a summary, key insights, and the ability to ask it questions — without wiring together five different SaaS tools.

Solution

Tech Stack

Frontend
NextJSTailWindCSSv4ShadnUIMaterialUIFramer Motion
Backend
Flask (Python)Auth JWT access tokens + server-side sessions, bcrypt password hashingDocument parsing PyMuPDF + Tesseract OCR fallbackEmbeddings sentence-transformers (all-MiniLM-L6-v2)LLM Anthropic Claude — summarization, insight extraction, QA
Database
PostgreSQLAWS S3 Storage ServiceFile storage Local disk (default)

Architecture

Future Improvements

By Kyle Parsotan · 2026
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