Ask Questions & Summarize with AI
Chat with contracts, tax forms, or long reports privately with zero cloud uploads.
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Drop your PDFs here, or click to choose files
Chat with contracts, tax forms, or long reports privately with zero cloud uploads.
Ask Questions & Summarize with AI Architectural Overview
The Ask Questions & Summarize with AI is a professional, client-side utility built to perform high-fidelity conversions and document operations directly on your device. Powered by next-gen browser technologies like WebLLM in-browser neural engine and Transformers.js all-MiniLM-L6-v2 vector embeddings, the tool achieves lightning-fast processing speeds without needing a remote cloud backend. Chat with contracts, tax forms, or long reports privately with zero cloud uploads.
HOW IT WORKS
Our Ask Questions & Summarize with AI operates by reading your files as raw byte buffers inside browser runtime scope. Rather than uploading payloads to a remote host, the application parses the structure in client-side memory. Specifically, it extracts text across pages, calculates high-dimensional vector embeddings, retrieves top-k chunks via cosine similarity, and streams LLM inference locally via WebGPU/WASM. This setup guarantees instant feedback, high-performance execution, and robust support for large documents.
STEP-BY-STEP INSTRUCTIONS
- Upload the PDF document you want to analyze or chat with.
- Select your preferred local LLM model (SmolLM2 360M, Qwen 2.5 0.5B, or Llama 3.2 1B).
- Ask any question or choose from suggested summarization prompts.
- Receive instant streamed answers with cited document page numbers and similarity scores.
DATA SECURITY MECHANICS
Data security and compliance are paramount when handling corporate contracts, proprietary records, and confidential PDFs. Uploads on standard cloud-based utilities present severe privacy risks because your data is transmitted over public networks and stored on external databases. The Ask Questions & Summarize with AI eliminates these risks by enforcing a strict client-side sandbox execution policy aligned with 100% in-browser WebGPU/WASM neural sandbox execution. Crucially, proprietary business data, confidential contracts, and trade secrets never leave your local device, ensuring zero leakages, zero tracking cookies, and 100% data sovereignty.
100% Private Document Processing — All file operations happen directly inside your browser memory sandbox. Your documents never touch external servers.