Data & AI

Multimodal Document Ingestion for RAG

Data & AI Pipelines diagram · made in Skemio

Multimodal document ingestion architecture diagram showing a PDF split into text, tables, and images, processed by vision and text embedders into a vector database.
Multimodal document ingestion architecture diagram showing a PDF split into text, tables, and images, processed by vision and text embedders into a vector database.

What it shows

  • Layout parsers isolate tables, text, and embedded diagrams accurately.
  • Vision models generate rich semantic summaries of charts and figures.
  • Unified multi-modal embeddings index tables and visuals alongside text.

The takeaway

Preserve document layout and use vision models so your RAG pipeline never loses visual context.

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