EIGNN
AI Services · Data Intelligence

Turn messy documentsinto structured data.

We build the AI that reads what your business actually runs on — handwriting, scans, PDFs, forms — and turns it into clean, structured, searchable data. It's the OCR and retrieval layer beneath ScribeAI, offered as a service.

Raw in · structured outOCR + extraction
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candidateverified
question_noQ4 · GS-II
word_count248
legibilityhigh

What we build

From raw input to usable knowledge.

The full path a document travels — read, extracted, made searchable, and checked. Each stage is in production inside ScribeAI today.

OCR & document reading

Read handwriting, scans, PDFs, and forms — the inputs most tools choke on. The same handwriting OCR that powers ScribeAI answer evaluation.

  • Handwriting & printed text
  • Multi-page papers & forms
  • Layout & table awareness

Extraction & structuring

Pull the fields, tables, and entities that matter into a clean, consistent schema — so raw documents become data your systems can use.

  • Field & entity extraction
  • Tables → structured rows
  • Your schema, enforced

Retrieval & RAG

Make your knowledge searchable and ready to ground AI answers — the retrieval layer that keeps ScribeAI's scoring tied to real syllabus context.

  • Semantic search over your corpus
  • Grounded, cited answers
  • Vector + rerank pipeline

Validation & review

Low-confidence extractions get flagged for a person instead of passing silently — so the structured data you rely on is data you can trust.

  • Confidence scoring
  • Human check on edge cases
  • Correction feedback loop

Why you can trust it

Data you can actually rely on.

Extraction is only useful if you can trust what comes out. Four things we build into every data pipeline we ship.

Built for the real world

Smudged handwriting, bad scans, odd layouts — the messy inputs real businesses have, not clean sample data.

Grounded & searchable

Extracted data is indexed and retrievable, so AI answers stay tied to your actual sources — not a model's guess.

Validated, not assumed

Confidence is scored on every field; anything uncertain routes to a person before it becomes data you depend on.

Private & isolated

Your documents and data stay yours — isolated per customer, the same multi-tenant separation ScribeAI runs on.

See it working in ScribeAI →

Data Intelligence

What do you need read?

Handwriting, forms, PDFs, a pile of scanned records — bring us the documents your team keys in by hand. We'll turn them into structured data you can use.

Let's talkAll AI services