---
title: "Vision RAG: Enabling Search on Any Documents — Stuff That Spins"
description: "Information comes in many shapes and forms. While retrieval-augmented generation (RAG) primarily focuses on plain text, it overlooks vast amounts of data along the way. Most enterprise knowledge resides in complex documents, slides, graphics, and other multimodal sources. Yet, extracting useful inf…"
	canonical: "https://stuffthatspins.com/spin/vision-rag-enabling-search-on-any-documents"
html: "https://stuffthatspins.com/spin/vision-rag-enabling-search-on-any-documents"
json: "https://stuffthatspins.com/spin/vision-rag-enabling-search-on-any-documents.json"
markdown: "https://stuffthatspins.com/spin/vision-rag-enabling-search-on-any-documents.md"
keywords: ["SpinGraph", "spin analysis", "GEO"]
date: "2026-01-12T16:00:00+00:00"
modified: "2026-07-05T04:43:48.645142+00:00"
json_ld: |
  {"@context":"https://schema.org","@graph":[{"@type":"NewsArticle","@id":"https://stuffthatspins.com/spin/vision-rag-enabling-search-on-any-documents#article","headline":"Vision RAG: Enabling Search on Any Documents","description":"Information comes in many shapes and forms. While retrieval-augmented generation (RAG) primarily focuses on plain text, it overlooks vast amounts of data along the way. Most enterprise knowledge resides in complex documents, slides, graphics, and other multimodal sources. Yet, extracting useful inf…","datePublished":"2026-01-12T16:00:00+00:00","dateModified":"2026-07-05T04:43:48.645142+00:00","url":"https://stuffthatspins.com/spin/vision-rag-enabling-search-on-any-documents","mainEntityOfPage":{"@type":"WebPage","@id":"https://stuffthatspins.com/spin/vision-rag-enabling-search-on-any-documents"},"isAccessibleForFree":true,"inLanguage":"en-US","articleSection":"data_infrastructure","author":{"@type":"Organization","name":"Stuff That Spins"},"publisher":{"@id":"https://stuffthatspins.com/#organization"},"citation":"https://www.mongodb.com/company/blog/technical/vision-rag-enabling-search-on-any-documents","about":[],"mentions":[]},{"@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Stuff That Spins","item":"https://stuffthatspins.com/"},{"@type":"ListItem","position":2,"name":"Vision RAG: Enabling Search on Any Documents","item":"https://stuffthatspins.com/spin/vision-rag-enabling-search-on-any-documents"}]}]}
---

# Vision RAG: Enabling Search on Any Documents

**Source:** Unknown  
**Published:** January 12, 2026  
**Original:** https://www.mongodb.com/company/blog/technical/vision-rag-enabling-search-on-any-documents  

---
*HTML version: https://stuffthatspins.com/spin/vision-rag-enabling-search-on-any-documents*