Cheapest Document AI alternative: real metered pricing
What $0.012/page with QC and a self-serve wallet actually buy you versus enterprise Document AI billing.
From OCR to vector database in one pipeline
Upload a document, run layout OCR + QC, chunk with structure, and push embeddings to Pinecone, Qdrant, Weaviate, or Postgres.
DeepSeek QC that never invents tokens
How our AI quality pass reconciles OCR engines without hallucinating words that never appeared on the page.
Layout-preserving OCR vs plain text dumps
Why bounding boxes, reading order, and table structure matter more than a wall of characters when you export or embed documents.