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TrOCR vs SmolDocling

SmolDocling is faster; only TrOCR supports handwriting; only SmolDocling supports tables, math, bounding boxes.

TrOCRmicrosoft/trocrSmolDoclinghuggingface/smoldocling
TypeOpen sourceOpen source
Price1 credit / page1 credit / page
Per 1,000 pages$1.00$1.00
Typical speed1.2 s / page1.0 s / page
Best forHandwritten text linesVery cheap page conversion
InputsimagesPDF, images
LanguagesEnglishMainly English
Max pages per request100500
TablesNo✓ Yes
Handwriting✓ YesNo
MathNo✓ Yes
Bounding boxesNo✓ Yes
ConfidenceNoNo
FormsNoNo
MultilingualNoNo
On OCRRouterComing soonComing soon

Prices are what you pay on OCRRouter. Speed is the provider's typical figure, not a benchmark we ran.

What each one is

TrOCR

Transformer text recognition model. Reads single text lines, including handwriting.

TrOCR details

SmolDocling

Tiny 256M vision model from Hugging Face and IBM that outputs DocTags. Predecessor of Granite Docling.

SmolDocling details

Use one, fall back to the other

Request body
{
  "model": "microsoft/trocr",
  "fallbacks": ["huggingface/smoldocling"],
  "file_url": "https://example.com/document.pdf"
}

Questions

More comparisons

TrOCR alternativesSmolDocling alternatives