Six capabilities. Use one, or chain them all.

Arabic is hard to read by machine: connected letterforms, four shapes per letter, optional diacritics, right-to-left flow, and documents that mix Arabic with English, numbers, and tables. Qomrah's OCR is built for exactly this — not adapted from a Latin engine as an afterthought.

You get clean, searchable text with preserved reading order, layout coordinates, and per-region confidence — ready to index, store, or feed into the next stage.

• Printed and handwritten Arabic
• Diacritics, ligatures, and stamps
• Multi-column and tabular layouts
• Confidence scores per region

Text alone isn't enough. Qomrah recognises what a document is and how it's built — its sections, parties, dates, amounts, clause boundaries, and references — and turns a flat scan into structured, queryable data.

Classify incoming files automatically, extract the fields that matter, and generate faithful Arabic or English summaries — at the scale of an entire archive.

• Document classification & routing
• Entity & clause extraction
• Faithful bilingual summaries
• Structured export (JSON, tables)

Qomrah analyses rulings, contracts, and regulations the way a careful associate would: identifying the parties and their obligations, the operative dates, the remedies, and the weak points — then answering questions strictly from the text in front of it.

Compare a clause against your precedent library, flag risks before signing, and produce a reasoned analysis where every point links back to its source paragraph.

• Obligations, parties & remedies
• Clause risk review
• Precedent comparison
• Grounded Q&A with citations

Financial documents hide their meaning in dense tables and footnotes. Qomrah reads statements, invoices, audit reports, and Islamic-finance contracts — extracting the figures, reconciling them across documents, and explaining what they imply.

It understands Sharia-compliant structures — Murabaha, Musharakah, and Ijara — so profit-sharing, ownership transfer, and payment schedules are read correctly rather than forced into a conventional-loan mould.

• Statement & invoice extraction
• Cross-document reconciliation
• Islamic-finance contract reading
• Anomaly & inconsistency flags

The highest layer turns a body of documents into a decision. Point Qomrah at a matter — a dispute, a deal, a portfolio — and it synthesises across every relevant file to draft an opinion, a recommended plan, or a negotiation position.

Because every recommendation is traceable to its evidence, your experts review and adjust rather than start from a blank page. Qomrah does the reading; the judgment stays with you.

• Reasoned opinions & briefs
• Action plans & next steps
• Negotiation positions
• Evidence trail for every claim

Put everything above behind a conversation. Qomrah deploys a grounded assistant over your own Arabic archive — for staff, clients, or the public — that answers in Arabic or English and cites the exact page and line behind each reply.

Embed it as a widget on your site, call it through the API, or run it as an internal tool. It stays inside your documents, so it won't invent answers it can't support.

• Retrieval grounded in your corpus
• Embeddable widget & API
• Bilingual conversations
• Citations on every reply