Unstructured Documents Indexer: Turn Any Document into AI Knowledge

Empower your AI with your business knowledge, enabling it to utilize relevant information and generate more accurate, context-aware answers. Save time, reduce errors, and unlock the full value of your business data.

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Why Document Processing Matters for AI

Business runs on documents, from NDAs and contracts to technical manuals and research papers. Traditional systems can’t read unstructured formats, making the data processing slow, error-prone, and expensive. Additionally, it’s frustrating for employees to search for information buried inside unstructured documents.

Ethora’s Unstructured Documents Indexer automates this process, transforming static files into searchable, structured AI knowledge ready for use in RAG-powered chatbots, assistants, and enterprise AI tools. And all of this without a single line of code.

Process Any Document Format

With our Indexer, your AI agent can learn from all the files your business has. It supports all document formats, including:

  • PDFs: extract clean text, tables, and metadata
  • Microsoft Office Docs: Word, Excel, PowerPoint with layout preservation
  • Spreadsheets: structured extraction of tabular data
  • Image-based docs: Optical Character Recognition (OCR) for scans and photos
  • TXT, CSV, JSON: lightweight text formats for bulk ingestion.
Dashboard Demo

Intelligent Content Extraction

Unstructured Documents Indexer doesn’t just read and extract data. It understands its context and structure. This enables knowledge-rich embeddings and not just raw text. Its main capabilities are:

Text cleaning & normalization

Removes noise and ensures readability.

Table & image processing

Extracts structured data and visuals.

Metadata extraction

Recognizes the author, date, and categories.

Heading & section recognition

Keeps the hierarchy of information intact.

Content classification & tagging

Auto-labels documents by type or topic.

Key information identification

Highlight terms, entities, and numbers.

Document summarization

For quick insights for large reports.

Entity recognition

Detects people, organizations, and compliance keywords.

Unlock the Value in Your Documents

Our Unstructured Documents Indexer is designed for real-world business cases. No matter the industry you operate in, it will help you extract and effectively use data from various documents, from legal and compliance docs to technical documents and reports.

With fully automated processing, you can batch upload thousands of files, monitor for new documents in real time, and connect seamlessly with platforms like SharePoint, Google Drive, or Dropbox. Errors are detected and handled automatically, keeping your knowledge base clean, current, and scalable, without manual effort.

unstructured documents indexer

Enterprise-Grade Document Security

Documents contain a lot of sensitive information, which is why security is our top priority. Here’s how we protect your data:

End-to-end encryption.

All data is encrypted in transit and at rest.

Compliance with regulations.

Built-in compliance with GDPR, HIPAA, SOC 2, etc.

Audit trails & logging.

To ensure accountability and transparency.

Access controls.

Role-based access to prevent unauthorized access.

How to Get Started with Document Indexing

All heavy lifting is done, so you don’t need complex coding or a big dev team. Setting up your document indexer takes just minutes:

Drag-and-drop or connect storage systems.

Choose formats, filters, and update schedules.

Preview AI-ready output before full deployment.

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Save Months of Work with Ethora

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$599+ / mo
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All Business, plus:
  • 24/7 Phone Support
  • Self-hosted AI
  • Custom Configuration
  • Dedicated / On-prem hosting

What our clients say about our services.

Taras and the Ethora team are a reliable partner in messaging, tokenization and AI. Great communication and products.

Joe Sticca
Joe Sticca
Digital Product & Technology Leader, Trust Industries

I have worked with Ethora and team since 2018. They have been absolutely amazing and life-saving across multiple of my portfolio projects.

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Adam Palmer
Co-founder, SIAD Ventures

We partnered with Dappros/Ethora on an EU project and they successfully delivered the technology component. Highly recommended.

Peter Fearon
Peter Fearon
CEO, Remade Group

Ethora has successfully helped us ideate and deliver multiple digital transformation projects in Qatar and the MENA region. A reliable and knowledgable partner.

Tariq Gulrez
Tariq Gulrez
Ministry of Communications & IT

Ethora technology and expertise were instrumental in delivering Atom Connect, our product for streamlined communication in the workers’ comp market.

Carol Valentic
Carol Valentic
CEO, Candollar

Ethora helped us deliver our AI agent solution, letting subscribers access context-specific insights from our vast library of expert content. Their LLM and chat-bot expertise is an excellent match for our AI strategy.

Bret Gregory
Bret Gregory
CEO, DrTalks

Ethora has been an exceptional strategic development partner for Preshent. Not just a vendor, but a core contributor to the future of our platform and company.

John Richardson
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Founder & CEO, Preshent Corporation

Ethora helped us ideate and deliver multiple digital transformation projects across Qatar and the MENA region. A reliable, knowledgable partner.

Howaida Nadim
Howaida Nadim
CEO, Foresight Communications

Our Case Studies

DrTalks
DrTalks Logo

Dr. Talks is one of the most prominent organizers of online healthcare conferences and summits.

Ethora enabled them to create a context-aware AI-powered chatbot to help users navigate thousands of pages of medical content, correctly referencing pages, authors, videos and timestamps. 100% secure and HIPAA-compliant.

This assistant enhances user experience by simplifying interaction with the platform and reducing search time.

  • 1000+ summits indexed by AI bot
  • Instant user engagement
  • Vector embeddings enable intelligent domain expert AI responses
Read more
Atom
Atom Logo

Atom Advantage is a provider of innovative AI powered workers compensation and health insurance solutions in the United States.

Ethora engine has enabled Atom Connect product used for communication between injured workers, nurses, and caseworkers. AI-powered, with documents exchange, and compliant with all regulations such as HIPAA and SOC2.

This solution reduces manual labour for caseworkers and improves patients experience.

  • Integration into caseworkers web portal
  • White-labelled mobile app for chat and health documents wallet for injured workers
  • Instant messaging between caseworkers and injured workers
Read more

FAQ

What is the Unstructured Documents Indexer?

The Indexer is an AI tool that extracts unstructured data from documents and then transforms it into structured, AI-ready information. It helps our AI agent understand your business information and use it, providing users with accurate, relevant, and context-aware answers.

What formats does Unstructured Documents Indexer support?

It supports a wide range of documents, including PDFs, scanned documents, images, CSV, TXT, JSON, Google Docs, SharePoint, and Dropbox integrations.

What is Retrieval-Augmented Generation (RAG)?

RAG is an AI architecture that combines the retrieval of information and the generation of outputs based on it. In simple words, retrieval is searching documents for relevant information, and generating output is crafting a response. So, the indexer pulls real information from your documents and then provides users with more accurate answers. Indexer also enables AI agents not to rely only on pre-trained data, but to learn from your business information, reducing the risk of mistakes and generic responses.

How does it improve my AI’s performance?

Your customers will receive more accurate and context-aware answers to their questions. This also increases customer engagement and satisfaction.

Can the Indexer handle large volumes of documents?

Yes. Our system supports batch processing and can scale to thousands of files at once. It also supports real-time monitoring for new document ingestion.

Is the content from my documents safe?

Absolutely. We understand that documents contain a lot of sensitive information, which must be protected. We use enterprise-grade security that includes end-to-end encryption, role-based access control, audit trails and logging, and built-in compliance.

Does the Indexer extract structured data from complex documents like tables and charts?

Sure. It can extract data from any documents, including tables, images, headings, and metadata. Additionally, it preserves their structure and performs content classification, summarization, and entity recognition for high-value insight extraction.

Can I integrate it with my existing systems?

Absolutely. You can connect the Indexer with Google Drive, SharePoint, Dropbox, or your own custom storage systems via API.

Do I need technical skills to use it?

No coding is required. You only need to upload or connect your documents, choose processing settings, and validate the AI-ready output.

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