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AI Engine

AI at the core, not bolted on

Docufella's AI does not just store files. It reads, understands, routes and acts. The same intelligence layer powers document classification, data extraction, search, and the prompt-driven form and workflow builders, and it runs with the language model you choose, in the cloud or on your own servers.

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Intelligent document processing

What the AI engine does with every document

Document recognition and classification

Identifies invoices, contracts, receipts, inspection reports, identity documents and your own document types on arrival, and files them accordingly. Image similarity groups related pages and flags near-duplicates.

Entity extraction, including handwriting

Large language model based extraction pulls dates, names, amounts, references and full line-item tables from unstructured documents. Handwritten content is detected automatically and processed with a model suited to it.

Zonal OCR for fixed layouts

For structured forms with a stable layout, zonal OCR templates deliver fast, deterministic capture and complement the language model based extraction.

Validation and orchestration

Extracted values are validated for format, presence and consistency, such as header totals against line totals, and orchestrated through multi-step processing using pre-trained models for common document types.

Intelligent indexing and search

Content becomes precise metadata within seconds and every word is full-text indexed, so global search finds documents by what is written inside them, not just by file name.

Multi-language documents

Extraction has been tested on English, Arabic, Hindi, Tamil and Telugu documents, with the pluggable model layer allowing region-specific models where needed.

Generative AI for configuration

Describe it. Docufella builds it.

Generative AI is used where it saves the most time: turning a plain-language description into working forms and workflows.

AI form designer

Type "a site safety checklist with a section per area, pass or fail per item, photo evidence on fail and supervisor signature". Docufella enhances the prompt, generates the form structure and renders a functional, responsive form ready to refine and publish.

AI workflow builder

Describe the approval path, including thresholds and roles, and link it to the form you just generated. The workflow is created with steps, conditions and assignments, ready for SLA timers and escalation rules.

Model choice and data control

Bring your own model, keep your own data

The model layer is pluggable. Docufella connects to leading cloud language models, and for regulated environments it runs with on-premise models so that document content never leaves your infrastructure.

  • Cloud LLMs from major providers, selected per deployment.
  • On-premise language models for air-gapped or data-sovereign deployments.
  • Retrieval-based approach by default: your documents are indexed for the model, not used to train it.
  • Fine-tuning on your document types available as a project when accuracy targets require it.
  • OCR engines and models can be switched without changing workflows or forms.
Accuracy in practice
Printed documentsTypically 95% and above, often 99% and above on clean scans
Handwritten contentTypically 90 to 95%, with automatic switch to a model suited to handwriting
Invoice matching99.5% and above with AI-powered validation against PO and GRN data
Exception handlingLow-confidence fields are routed to a person for verification, never posted silently

Figures are indicative and depend on document quality and type. We measure accuracy on your own documents during the pilot.

Where AI shows up

AI across the platform

Inspection and QA/QC

OCR, classification and auto-filing of reports and certificates.

Accounts payable

Intelligent document processing, matching and duplicate detection.

Vendor onboarding

Document verification and anomaly flags on submitted records.

Government and archives

Bulk legacy OCR, search and classification of physical file rooms.

On the roadmap: a document question-and-answer copilot, semantic search and AI summarisation. Ask us about current availability.

Test the AI on your hardest documents

Handwritten delivery notes, multi-page invoices, stamped inspection sheets. Send them ahead of the demo and we will show the extraction live.

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