Ragie

What Ragie is

Ragie sells the retrieval pipeline as a service. Upload or sync content and it parses, chunks and indexes across text, PDFs, images, audio and video, then serves that context to agents and assistants with citations, removing the pipeline engineering teams usually do themselves.

What you can do with it

• Index content from files or connectors
• Retrieve context for agents with citations
• Extract structured entities in plain language
• Keep indexes current as sources change
• Handle tables, forms and charts through parsing

Who it is for

• Teams building agents over internal content
• Products needing retrieval without a pipeline
• Enterprises with many document sources

What to watch out for

• Syncing connectors means customer or employee documents flow into an external index, so review access and retention
• Citations help accountability but still need checking before anything is published
• Costs scale with indexed volume and query traffic
• Testimonials about speed of delivery are vendor material, not a guarantee for your data