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Enterprise AI · Document Intelligence & OCR

Turn business documents into validated, structured data.

Not just OCR — Document Intelligence. Drop in any document — or try a sample — and we return the JSON your systems need. Self-serve gets you 80–90% on clean documents; together we tune it to >95% for the cases where a mistake actually costs you.

Enterprise-grade & private: no public LLMs are ever called, so your documents stay yours — and at high volume we'll host the whole solution inside your own cloud.

No public LLM calls
Private, enterprise AI models only.
Zero data leakage
Your documents never train anyone else.
Host in your cloud
On-prem / your VPC at high volume.
Maps to your systems
Straight into your ERP, CRM or DB.
Try it

Upload a document — get structured JSON back

Drop in any document and watch it come back as clean, structured data — the exact shape your systems would receive.

Upload your document
or try a sample
Expected self-serve accuracy80–90%

Overall on clean, consistent documents; individual machine-printed fields may exceed 90%. Measured at field level (exact-match or agreed business validation). For high-stakes workflows we tune to an agreed production target together.

extraction preview

Upload a document and hit Extract to JSON — structured data appears here in the exact shape your systems need.

Clean, validated fields mapped to your schema — ready for your systems.

A representative extraction — in an engagement we shape it to your exact fields, formats and downstream systems.

97.2%
field-level exact match
Illustrative pilot · food-lab reports

Across a 100-document pilot we extracted report number, country, assessment type, compliance result and evidence text from multilingual PDFs. Domain validation rules resolved ambiguous assessment language before data entered the customer's workflow — reaching 97.2% exact-match across six critical fields after tuning.

Representative of a real engagement; we confirm your numbers in a pilot on your own documents.

How far you need to go

Accuracy is a business decision, not a spec

How accurate you need to be depends on what an error costs. We'll get you to the right tier — no further, no less.

80–90%Self-serve

Good enough to act on

Out of the box on clean documents. Ideal for triage, internal search, first-pass sorting and low-stakes automation where a human still glances at the result.

  • Pick doc type + domain, get structured JSON
  • Live in days, minimal setup
>95%With consulting

When a mistake costs money

For payments, compliance, KYC, claims and health data — where a wrong field means a wrong payout, a breach or a rejected filing. The last 10–20% is real work, and it's what we do.

  • Domain validation rules & cross-checks
  • Human-in-the-loop review of low-confidence fields
  • Integration into your systems + drift monitoring
What we process

Documents that still consume valuable manual effort

Finance & accounting

Invoices, POs, receipts, bank statements, tax forms.

Identity & KYC

Passports, IDs, licenses, proof of address.

Healthcare

Prescriptions, lab reports, claim & auth forms.

Insurance

Claims, ACORD forms, policies, estimates.

Legal & contracts

Contracts, deeds, titles, court filings.

Logistics & trade

Bills of lading, waybills, customs, POD.

Lending & mortgage

Loan packets, pay stubs, appraisals, titles.

Food & product labels

Nutrition panels, ingredients, specs.

Handwriting, tables & more

Forms, engineering drawings, archives. If your team reads it manually today, we'll assess whether it can be reliably structured.

How we engage

From a schema to production accuracy

01

Define the schema

Pick doc type & domain, agree the fields and formats you need out.

02

Pilot on your docs

Run your real documents, measure accuracy per field, see the confidence.

03

Tune & integrate

Validation rules, review queue, and a pipe into your ERP/CRM/DB.

04

Support & hold accuracy

Accuracy SLAs and format-drift monitoring as your documents change.

Why Echno Technologies

Consultants who ship production AI

Off-the-shelf OCR APIs stop at raw text. We own the last mile — schema design, validation, human review, integration and the accuracy you can actually depend on.

Echno Technologies Private Limited · CIN U72501KA2022PTC159062 · Bengaluru, India · contact@echnotek.com · +91 80888 48096

Questions, answered

How is this different from a generic OCR API?+

Generic APIs give you raw text or loose fields. We deliver structured data mapped to your schema, validated against domain rules, with low-confidence fields routed to human review and the output piped into your systems. That's the difference between 85% and >95%.

How is accuracy measured?+

At field level, using exact-match or an agreed business-validation rule per field — not a vague document-level average. Typical self-serve accuracy is 80–90% overall on clean, consistent documents, and individual machine-printed fields may exceed 90%. During the pilot we set and measure the target separately for each critical field.

What happens to our documents? Are they retained?+

Your documents are processed only to produce your output and are not used to train shared or third-party models. Retention is set by you — including no-retention and in-your-environment options. No document content is sent to public consumer AI services.

Which documents can you handle?+

Invoices, IDs, medical and insurance forms, contracts, logistics and lending packets, product labels, plus handwriting, tables and engineering drawings. If it's on a page, we can structure it.

Where does processing run, and which models?+

On private, enterprise AI models — no public consumer AI services. Deploy as SaaS in Echno Technologies' cloud, or in your own VPC / on-premises for qualifying enterprise workloads (typically higher volume). Below the confidence threshold, the field is flagged and routed to human review before it enters your workflow.

How is it priced?+

Pricing depends on document complexity, number of fields, monthly volume, review requirements and deployment model. Pilots are scoped separately from production processing; production is typically per-document or per-field, or infrastructure-plus-consulting for private deployment. We'll scope it transparently on the call.

Book a consultation.

Tell us the document type and the accuracy you need. We'll scope a pilot on your own documents and show you the structured output — and the confidence behind every field.

  • A schema for your document type
  • A pilot on your own documents
  • A path to >95% · your cloud or ours

Book a consultation

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