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Vision · OCR2026

BhashaLens

A smart OCR pipeline for accurate image-to-text conversion across Indian regional language documents. Printed or handwritten, single page or full archive — BhashaLens turns scanned documents into clean, structured, searchable text at scale.

How it works

Scanned document
Extracted text

Features

Multilingual Recognition

Reads printed and handwritten text across major Indic scripts, with layout-aware segmentation for mixed-language pages.

Handwriting Support

Trained on diverse handwriting styles so forms, notes, and ledgers convert cleanly — not just clean print.

Layout Preservation

Detects columns, tables, and reading order, so the extracted text keeps the structure of the original document.

Confidence Scoring

Every block returns a confidence score, so low-certainty regions can be flagged for review instead of failing silently.

Batch Pipeline

Built to process thousands of pages — queue scanned archives and stream results to your store of choice.

Export Anywhere

Output to plain text, searchable PDF, or structured JSON with bounding boxes ready for downstream systems.

Supported languages

HindiBengaliTamilTeluguMarathiGujaratiKannadaMalayalamOdiaPunjabiAssameseEnglish

In action

Upload & scan
Live extraction
Structured export

Built with

PythonPyTorchONNX RuntimeOpenCVFastAPIDocker

Get started

Have a pile of documents to digitize, or a product that needs Indic OCR baked in? Tell us about it.