PaddleOCR-VL vs Tesseract vs Cloud OCR APIs

Jun 13, 2026

OCR engines vary widely. A simple screenshot can work with many engines, but invoices, tables, formulas, and scanned PDFs need stronger document parsing.

EngineStrengthTradeoff
TesseractOpen source, self-hostable, good for plain textWeak layout and table structure
PaddleOCR-VLStrong document layout parsingRequires provider integration and tuning
Google VisionMature cloud OCRCost and cloud dependency
Azure OCREnterprise cloud workflowVendor-specific setup

Example decision

If the source is a clean screenshot, Image to Text in Simple OCR mode is enough. If the source is an invoice with line items, use Invoice OCR or Formatted OCR.

Tables and formulas

For tables, use Table OCR. For equations, use Formula OCR and export Markdown so LaTeX-style notation is easier to keep.

Product integration

If your product needs a stable contract, wrap OCR behind POST /api/v1/ocr. That keeps authentication, credits, request logs, and response format consistent.

Cost planning

Use Pricing to estimate pages. Simple OCR is 1 credit per page, while Formatted OCR is 10 credits per page.

Image to Text Team

Image to Text Team

PaddleOCR-VL vs Tesseract vs Cloud OCR APIs | Blog