Find answers in your files — fast.

Fragmity combines vector search and generative AI so you can ask questions about documents, PDFs, images and more — privately on your server.

Try Search Documentation

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Document-aware search

Search inside PDFs, DOCX, images and plain text with relevant excerpts returned.
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AI assistant

Ask follow-ups — the assistant uses file context for accurate replies and citations.
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Self-hosted & private

Keep documents on your infrastructure — no third-party storage required.
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Fast on small infra

Designed to work smoothly on a single VPS. Incrementally scales with FAISS and caching.

fragmity.com

Self-hosted • Private

Q: Who is the author of the attached contract?

A: The contract lists Anusha R. as the signatory on line 4. (source: Offer_Letter.pdf)

This is a live demo UI. Connect your files to get document-specific answers.

Trusted by small teams and creators.

How it works

1. Upload files

Add PDFs, Docs, images and text files to your instance.

2. Index & embed

Fragments are embedded with OpenAI / local models and stored in FAISS for retrieval.

3. Ask & get answers

Ask questions — responses include precise excerpts and file references.

Deploy on your server

Fragmity runs on a single VPS. We provide quick guides to set up the backend (FastAPI + FAISS), nginx, and optional Gmail integration. You retain full control of your data.

Deployment guide Developer API

Want help?

If you'd like consulting or help getting a production-ready setup (SSL, backups, scaling), reach out to hello@fragmity.com.