Arabic OCR for AI Datasets, LLM Training & RAG — Content Factory
+91 76679 70439 info@contentfactory.in
Content Factory — writing, design and web solutions, Chennai
Arabic OCR · human-verified · 10 sample pages free

Arabic OCR for AI datasets and knowledge bases

Arabic is under-represented in the data AI models learn from, and much of what exists is locked in scanned books and PDFs. Raw OCR output is not usable training data: it carries recognition errors, broken lines and headers repeated on every page, and a model trained on it learns those errors. Content Factory produces Arabic text from scanned sources that has been verified by native readers and cleaned for machine use.

final quality check at Content Factory, Chennai
Contact us about this Get a quote All Arabic OCR services
What you receive

The handover

Verified text

Every page checked by a native Arabic reader against the original image before it leaves the studio.

Your format

Word, searchable PDF, Excel, plain text, JSON or XML, with file names and folders matching your originals.

Query log

Words that cannot be read with certainty are flagged, not guessed, so you know exactly where to look.

Confidentiality

NDA before files are sent. Your documents are deleted from our systems on request after delivery.

What it costs

Published starting prices, per page

Every price below includes human verification by a native Arabic reader. The final per-page figure is fixed in writing after your free ten-page sample, because print quality and handwriting change the effort. Volume above 10,000 pages is priced lower.

Document typeIndiaInternationalTurnaround
Printed text — books, reports, clean scans₹25–40 per page$0.30–0.501,000 pages in 5–7 working days
Tables, invoices, receipts to Excel₹40–80 per page$0.50–1.001,000 pages in 7–10 working days
Old books, newspapers, faded scans₹50–90 per page$0.60–1.101,000 pages in 10–12 working days
Handwriting and manuscripts₹80–150 per page$1.00–1.80500 pages in 10–15 working days
AI dataset cleaning and JSON structuring+₹15–30 per page+$0.20–0.40added to any tier above
Enterprise, 10,000+ pagesVolume rateVolume rate10,000 pages in 3–4 weeks, delivered in tranches
Related services

Often commissioned together

+91 76679 70439 Send 10 free sample pages Email us
What we prepare

Clean Arabic text for machines to learn from

Verified text

Recognition errors corrected by native readers, so the dataset does not teach the model OCR mistakes.

Cleaning

Page headers, footers, page numbers and hyphenation removed; paragraphs rejoined.

Structure

Output in JSON or JSONL with source, page and section fields.

Chunking for RAG

Text segmented for retrieval systems with metadata preserved.

Diacritics policy

Diacritics kept, removed or normalised consistently, as your model requires.

Provenance

A clear record of source documents, so rights and origins are documented.

How it works

Ten pages free, then a fixed price

1 · A free sample

Send ten representative pages. Content Factory runs them and returns the text with an accuracy note, so you judge the output before committing to volume.

2 · Scope and price

A per-page figure fixed in writing, based on what the sample showed — print quality, handwriting, tables, diacritics.

3 · Machine pass

Pages are cleaned, deskewed and run through Arabic-trained recognition, with right-to-left reading order and mixed Arabic-English lines handled.

4 · Human verification

Native Arabic readers check every page against the image — the step that separates usable text from raw OCR output.

5 · Delivery

Word, searchable PDF, Excel, plain text or JSON, in the structure you need. Your files are deleted from our systems on request.

Why Content Factory

Machine speed, human accuracy

Native Arabic readers

Machine OCR on Arabic still confuses dotted letters, joined forms and diacritics. Every page Content Factory delivers has been read by a person who reads Arabic natively.

Sample before commitment

Ten pages free. Arabic OCR quality varies enormously with the source, so nobody honest can quote accuracy before seeing yours.

Confidential handling

NDA signed before files are sent. Documents are processed on our own systems, never pasted into public online tools.

Volume without delay

Thousands of pages run in parallel batches, delivered in tranches so you can start using the text before the whole archive is done.

بالعربية

نصوص عربية نظيفة لتدريب الذكاء الاصطناعي

نحوّل الكتب والمستندات العربية الممسوحة ضوئياً إلى نصوص موثّقة ومنظّفة وجاهزة لتدريب النماذج اللغوية وأنظمة RAG والبحث الدلالي، بصيغة JSON مع بيانات المصدر والصفحة.

تحويل الأرشيف العربي إلى بيانات تدريب AI تنظيف نصوص OCR لتدريب LLM عربي OCR العربي وRAG إنشاء قاعدة معرفة عربية من مستندات PDF OCR العربي للبحث الدلالي

أرسل عشر صفحات نموذجية مجاناً عبر واتساب: +91 76679 70439

Get a quote

Tell us about the documents

Two minutes. You will have a per-page price and a delivery date within one working day, and instructions for sending ten free sample pages.

Questions we are asked

Frequently asked

Can you supply Arabic training data?

We process material you hold the rights to. We do not sell third-party content.

What output format do you use?

JSON, JSONL or plain text, with the fields your pipeline expects.

How do you handle diacritics?

Consistently, to a rule you choose: preserved, stripped or normalised.

How is it priced?

Per page after a sample, with lower rates for large corpora.

Arabic OCR services Arabic handwriting OCR Arabic PDF and scanned document OCR Arabic manuscript and archive digitisation Arabic invoice and table extraction All OCR and digitisation
+91 76679 70439 Send 10 free sample pages Email us
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The Content Factory interior in Chennai
Confidentiality

NDA before anything is sent

Most of our work carries the client’s name, not ours.

An editor reviewing a manuscript at the Content Factory agency in Chennai
The agency

Fifteen years in production

Writers, translators, designers and typesetters on the same project, in the same building.

Two colleagues reviewing a layout on screen
Approvals

You sign off before we build

Structure agreed before production starts, so nothing large rests on an unchecked assumption.

The Content Factory floor in Chennai
Scale

Seven countries, a hundred cities

Delivered by email and shared drive, quoted in US dollars, scheduled against your time zone.

Colleagues reviewing translated work together
Languages

A hundred-plus languages

Translation and typesetting in one studio, so layout matches across editions.

The team in discussion in the studio lounge
Rights

You own everything

Full copyright transfer, editable sources and production files on final payment.

Send a brief

Tell us what you need made

Send the brief and we reply with a scope, a fixed price and a date — usually within one working day. Whole programmes are quoted the same way as single titles.

A written scope, fixed price and date, usually within one working day.
Call the agency+91 76679 70439

info@contentfactory.in · contentfactory14@gmail.com · Chennai, Tamil Nadu, India

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