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Evaluating Models for Handwritten Document OCR

by DocsRouter Team

Handwriting OCR

Corrected article

DocsRouter has not published a handwriting benchmark dataset or verified accuracy ranking. The current catalog does not include Claude 4.5 Opus.

Handwriting quality varies by writer, language, scan quality, age, and document layout. A model that works well for one archive may perform poorly on another.

Build a representative evaluation set

  1. Sample documents from the real workflow, including difficult and low-quality examples.
  2. Create reviewed ground truth for the fields or text that matter.
  3. Test model IDs returned by GET /v1/models with the same prompt and inputs.
  4. Measure field-level errors and review burden, not a generic marketing score.
  5. Keep human review for consequential medical, legal, or financial use.

anthropic/claude-sonnet-4 is one supported option, but its catalog description is guidance rather than a measured promise. DocsRouter does not automatically route handwriting to it or retry another model when confidence is low.