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Why Guess When You Can Read?
AI extraction agents rely on vision models that convert crisp vectors into fuzzy pixels. We read the source code of the PDF.
Vision Language Models
~35s
Using Gemini 3.0 Pro which is current SOTA vision model at highest image res
per page
✓
Great for Scans
Necessary for complex, handwritten, or scanned docs
!
Overkill for Digital
Using heavy GPUs to read simple text layers
!
Slow & Expensive
Reconstructs text visually instead of reading data
Cost at Scale
$14.40/1k pages
PyMuPDF4LLM
0.17s
per page
✓
Perfect for Born-Digital
Extracts text directly from the source layer
✓
Instant & Precise
Direct text extraction from source
✓
Structured Topology
Reconstructs reading order mathematically
Cost at Scale
~$0.06/1k pages
Based on prorated second-level billing for a c2d-highcpu-32 instance (32 vCPUs) on Google Cloud.