Vision v2.0

Ask anything. Get answers from your documents.
Instantly.

Deepdox indexes your PDFs, contracts, and research papers into a local vector store. No cloud. No hallucination. Precise answers with citations.

Start for Free

100% local · No API key needed · Open source

terminal — query_engine.py
# Request
POST /ask
{ "question": "What are the termination conditions?" }
# Response (1.4s)
{
"answer": "Either party may terminate with 30 days...",
"confidence": "high",
"sources": [{ "document": "contract_v2.pdf", "score": 0.94 }],
"follow_ups": ["What is the notice period?", ...]
}
Trusted by teams using
ChromaDBHuggingFaceFastAPIsentence-transformersPyMuPDF
PROCESS

From document to answer in seconds

01 / INGEST

Connect your data

Drop PDFs, text files, or markdown. Auto-chunked and embedded locally into ChromaDB.

02 / RETRIEVE

Two-Stage Search

Bi-encoder shortlists candidates. Cross-encoder re-ranks for precision. Best context wins.

03 / ANSWER

Verifiable Output

flan-t5 generates answers grounded in chunks only. Every answer cites its source.

Engineered for Accuracy.

security

Local First

Your data never leaves your machine. Runs fully on CPU, no cloud, no API key.

bolt

Sub-2s Response

Two-stage retrieval pipeline optimized for speed without sacrificing accuracy.

auto_awesome

Zero Hallucination

3-layer guard blocks any answer not grounded in your indexed documents.

memory

Conversation Memory

Remembers last 3 exchanges. Ask follow-ups naturally without repeating context.

api

Clean REST API

FastAPI backend with Pydantic validation. POST /ask, POST /ingest, GET /health.

account_tree

Two-Stage Retrieval

MiniLM bi-encoder + ms-marco cross-encoder. Precision over recall, always.

Session: Legal Contract Review
LIVE // SECURE
Who are the parties in this services agreement?

Based on the contract, the parties are Northstar Logistics Inc. as the [Provider] and TELCOSTAR PTE, LTD., a company organized under the laws of Singapore.

Doc #1 cuad_contract_3.txtDoc #2 cuad_contract_0.txt
send

System Evaluation

Test CaseExpected SourceResultConfidence
What is the effective date?cuad_contract_3.txtPASS0.999
Who are the parties?cuad_contract_0.txtPASS0.942
What is artificial intelligence?wiki_ai.txtPASS1.000
What is the refund policy?company_policies.txtPASS0.981
What is the population of Mars?BLOCK
What is the CEO salary?BLOCK

Ready to ask your documents anything?

Get Started Now
Compatible with FastAPI, ChromaDB, and Docker.
Quick Install
pip install -r requirements.txt
Docker Deployment
docker pull documind/rag:latest