The hand stays human.
Bring reviewed text and manuscript-specific handwriting styles together, with the original scan alongside for comparison.
Enterprise manuscript intelligence
A new chapter.
The same handwriting.
LipiForge brings manuscript recognition, expert review, and writer-style reconstruction into one institutional workflow—connecting original scans with reviewed digital text and editions for research, discovery, and print.
Drag the pen right. Bring the writing forward.
46% revealed
Illustrative preview of the manuscript-to-edition workflow. No live conversion runs on this page.
Explore the example
Aged folio view
Explore the handwritten reference in a folio-style presentation. Use the slider to compare the source and illustrative edition views.
Manuscript-specific writer styles
Source-linked digital editions
Expert-led review
01 / More than a scan
Keep the soul.
Open the possibilities.
A manuscript carries more than words. Connect its handwriting, reviewed text, and source history in a single collection workflow.
Search the sample phrase
विद्या ददाति विनयं
1 illustrative match · try a word
The words become usable.
Make reviewed digital text searchable and connect each reading to the original page for study and reference.
The original has a voice.
Keep source readings, proposed corrections, and approved editions separate, with expert decisions recorded.
Not a new font for old words. A thoughtful new life for the original hand.
02 / A careful transformation
From a fragile page
to a living edition.
Intelligent technology meets human scholarship. Each stage has a purpose. Every edition has a path back to its source.
Original preserved · read-only
Four distinct stages. One traceable story. Built with review in mind.
03 / Institutional collection programmes
One connected collection.
From scan to edition.
Bring source preservation, reviewed text, and approved editions into a coordinated programme. Scope processing capacity, review effort, and infrastructure around your collection.
Corpus-scale planning
For programmes involving millions of pages, size ingestion, processing, storage, and expert review together. Agree capacity and delivery milestones for the collection.
Hindi and Sanskrit manuscripts
Focus on scanned Hindi and Sanskrit manuscripts in Devanagari. Define manuscript condition, handwriting variation, and additional script requirements during collection assessment.
Three distinct outputs
Preserved source scans, reviewed Unicode text, and approved reading or writer-style print editions—each with a clear purpose and connection to the source.
04 / For the keepers of knowledge
Your heritage.
Still in your hands.
For archives, libraries, universities, and cultural institutions connecting manuscript collections with research, discovery, and publishing.
Archives & libraries
Organise source scans and reviewed text into discoverable collections while retaining the original records.
Scholars & universities
Bring source comparison, careful correction, and research into one connected workflow.
Cultural institutions
Create reviewed digital editions of handwritten knowledge for reading, research, and publication.
Your collection. Your control.
Private and on-premises deployment options keep institutional control central. Agree access, infrastructure, and data-handling requirements for your programme.
INSTITUTION-FIRST BY DESIGN
A few thoughtful questions
Old knowledge.
New questions.
Answers about manuscript processing, expert review, deployment, and institutional control.
Ask us about your collectionHow are writer-style editions reviewed?
Writer-style reconstruction combines approved text, manuscript-specific handwriting characteristics, and page layout. Compare each edition with its source and agree fidelity criteria for the collection before publication.
How does LipiForge handle uncertain or damaged text?
Keep original scans separate from proposed corrections and approved editions. Uncertain readings are flagged for expert review rather than silently resolved; review decisions retain their connection to the source.
Which languages and manuscript inputs are in scope?
Programmes focus on scanned Hindi and Sanskrit manuscripts in Devanagari. Collection assessment defines handwriting variation, scan quality, and any additional script or material requirements. Website reading options—English, Hindi, and Kannada—are separate from manuscript-processing scope.
Can our manuscripts stay securely within our institution?
Private and on-premises deployment options are scoped to institutional requirements. Agree hosting, user access, retention, and infrastructure responsibilities as part of your programme.
What does the interactive preview show?
The slider compares a handwritten reference image with an illustrative edition view. Workflow tabs explain the processing stages, and sample search explores the displayed phrase. The selectable text is example content, not a verified transcription of the image.
How are large manuscript programmes sized?
Plan ingestion, recognition, expert review, storage, and delivery together. Capacity and milestones are scoped using page counts, representative samples, review needs, and deployment requirements; collection size alone does not determine processing throughput.
LipiForge / Resources
From manuscript questions to informed decisions.
How can handwritten Hindi and Sanskrit manuscripts become searchable digital text?
LipiForge by AUMLayer connects manuscript recognition, expert review and writer-style reconstruction in an institutional workflow. Start with existing scans, preserve source readings separately from corrections, and approve Unicode text before publishing searchable or writer-style editions. Scope languages, handwriting fidelity, review effort and infrastructure against the actual collection.
Explore practical English-language guides for manuscript custodians, scholars and technology teams.
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.
The next chapter starts with a conversation
Let the next generation
read the original voice.
Tell us about your manuscript collection, existing scans, review needs, and intended editions. We will shape an institutional programme around your priorities.
Opens an email draft to AUMLayer.