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.

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.
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.
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.
Save Months of Work with Ethora
Build any chat use case into your product: in hours.
Free
- Community Support
- 30 Days of Free Support
- No Credit Card Required
Small Business
- Tech Support
- SLA 99.9%
- AI Allowance
- Custom Domain
Enterprise
- 24/7 Phone Support
- Self-hosted AI
- Custom Configuration
- Dedicated / On-prem hosting