LipiForge / Knowledge, technology and editions

Explore manuscript intelligence with LipiForge

Explore manuscript recognition, scholarly review, source-linked search and writer-style editions through LipiForge’s guides and workflow illustrations.

Discover how manuscript recognition, scholarly review, source-linked search and writer-style editions connect heritage collections with research, learning and publication. Start with the outcome your institution wants to create, then explore the technology and programme decisions behind it.

These guides are in English. The product homepage is also available in Hindi and Kannada.

Explore the manuscript-to-knowledge journey. Preserve the source, understand the writing, review the reading and connect readers to useful editions. The guides explain how these stages relate. Conceptual illustration. Original workflow illustrations by AUMLayer, not product screenshots.

Explore LipiForge

Connect your collection’s existing material with the digital outcomes it can support.

Manuscript digitisation with LipiForge

Connect existing manuscript scans with Hindi–Sanskrit recognition, expert-reviewed text, source-linked discovery and new editions through LipiForge.

Hindi and Sanskrit handwriting recognition with LipiForge

Explore LipiForge’s approach to Devanagari manuscript recognition, combining Hindi–Sanskrit readings with expert review and source-linked digital text.

From scanned manuscripts to searchable Unicode text

Explore how LipiForge connects existing manuscript PDFs with reviewed Unicode text, useful search results and direct references to the original pages.

Preserve manuscript handwriting in new editions

Explore LipiForge’s writer-style reconstruction approach, connecting reviewed text, manuscript-specific handwriting and page layout for digital and print editions.

Searchable manuscript collections

Connect catalogue records, manuscript images and reviewed text through LipiForge’s source-linked approach to collection discovery and scholarly reading.

Private and on-premises manuscript intelligence

Explore LipiForge’s institutional deployment approach, connecting manuscript processing, scholarly access, source storage and edition delivery under defined ownership.

Technology and scholarly practice

Understand recognition, editorial decisions and the relationship between evidence and editions.

OCR versus HTR for historical manuscripts

Understand OCR, handwriting recognition and scholarly correction, with a practical comparison of how they fit into LipiForge’s manuscript workflow.

Expert review and source preservation in LipiForge

Explore how LipiForge connects original manuscript readings, correction proposals and approved editions through a source-preserving scholarly workflow.

Institutional programmes

Explore the wider manuscript opportunity and turn collection goals into a practical brief.

Gyan Bharatam and AI-Powered Manuscript Digitisation

Explore Gyan Bharatam’s manuscript digitisation priorities and LipiForge’s approach to Hindi–Sanskrit recognition, searchable text and writer-style editions.

A practical manuscript digitisation evaluation checklist

Use a requirement-and-evidence matrix to plan manuscript recognition, review, editions and handover, then discuss a collection-specific LipiForge programme.