Knowledge & RAG

RAGFlow

A retrieval-augmented generation engine built on deep document understanding: it parses complex files properly before your AI answers from them.

Install & harden · $399 one-time  |  Hosted & monitored · $149/mo

Best for: Firms with real document volume (contracts, reports, manuals) that need answers with citations.
Upstream project: github.com/infiniflow/ragflow

What it does

  • Parses PDFs, Word files, tables and scans with layout awareness, instead of naive text dumps.

  • Chunks content with templates suited to each document type, and answers with citations back to the source.

  • Serves knowledge bases through chat and API, with agent workflows on top.

OpenClawPro ecosystem

How it fits your stack

Your other agents query RAGFlow over its API: OpenClaw answers from your documents instead of guessing.

n8n pipelines feed it: new contracts or reports land in the knowledge base automatically.

Every install ships with

Hardened Docker deploy. Isolated containers behind a TLS reverse proxy, firewall rules applied.

Least-privilege keys. Model and exchange keys scoped to the minimum, stored server-side.

Access control. Authentication in front of every interface. Nothing listens naked on the internet.

Documented handover. Credentials, architecture notes and a rollback path, in writing.

Pricing

Fixed prices, billed in USD through Stripe. The one-time install is yours forever; the hosted plan renews monthly.

Install & harden
$399one-time

One-time. Hardened deploy on our host or yours, scoped keys, documented handover.

Hosted & monitored
$149/mo

Monthly. Single-tenant hosting, 24/7 monitoring, updates and backups handled for you.

Questions

How is RAGFlow different from a simple chat-with-PDF tool?

The parsing. RAGFlow reads documents with layout awareness (tables, sections, scans) and cites its sources, which is what makes answers defensible in professional use.

Why is RAGFlow in the top tier?

Its parsing and indexing pipeline is heavier than a typical web app: more services, more memory, more careful sizing. The install and the hosting reflect that.

Do my documents leave the server?

Documents are stored and indexed on your single-tenant instance. Only the text passages needed for an answer are sent to the model you configured, under your key.

Ready when you are.

Buy the install and we schedule it within days, or talk to an engineer first. Either way, you end up with a hardened instance and the keys in your hands.

Need it built for you?

WarMachine33: AI automation agency. We design and ship custom AI workflows for your business.

Discover WarMachine33 →