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Document Automation

Intelligent Document Processing

Extract structured, validated JSON data from messy invoices, receipts, and PDF contracts.

Operational Problems Solved

Eliminate manual data entry. We engineer vision-language and OCR pipelines that ingest unstructured PDFs and output verified, schema-compliant database records.

Staff manually typing invoice line-items and tax totals into ERP systems
Errors in reading blurry scanned receipts or multi-page purchase orders
Delays in processing loan applications, onboarding documents, and customs manifests

System Architecture & Execution Flow

DETERMINISTIC PIPELINE
01

Upload & OCR

Ingests PDF, normalizes orientation, and extracts visual layout tokens.

02

Schema Extraction

Extracts vendor, date, line items, subtotals, and tax into strict JSON.

03

Math Verification

Deterministic code verifies that sum(line items) == subtotal + tax.

04

Human Review

If mathematical discrepancy or low OCR confidence, prompts human reviewer.

05

ERP Ingestion

Exports verified payload directly into accounting or ERP database.

What We Deliver

Multi-format document ingestion pipeline (PDF, TIFF, PNG, scanned files)
OCR and layout-aware multimodal extraction using vision LLMs
Zod / Pydantic schema validation ensuring numerical fields and currency balance check out
Human review reconciliation UI for low-confidence fields
Webhook export to QuickBooks, SAP, Xero, or custom databases

Human-in-the-Loop Review Points

  • Side-by-side visual reconciliation viewer showing PDF page alongside extracted fields
  • 1-click correction updates the field and logs discrepancy for model tuning

Data Privacy & Security Boundaries

  • Immediate secure file deletion from temporary processing storage after validation
  • AES-256 encryption on all stored document archives

Technical Questions

How accurate is the document extraction on non-standard invoice formats?

Because we use layout-aware vision LLMs paired with deterministic mathematical reconciliation (checking that line items equal the stated subtotal), our pipeline achieves >98% accuracy on varied invoice layouts.

Scope a Production Pilot

We typically deliver a functional staging proof-of-concept for this capability within 2–3 weeks.

Fixed-price scoping milestone
Direct discussion with senior AI engineer
Confidential NDA available

Recommended Tech Stack

PythonTesseract / TextractMultimodal Foundation Models (OpenAI / Anthropic)FastAPIReact
COLLABORATE & SHIP VALUE

Ready to scope your Intelligent Document Processing?

Share your current tech stack and dataset requirements. We will prepare an architecture proposal within one business day.

< 24h Response
Mutual NDA Guaranteed
Zero Obligation Scoping

Zero obligation • Direct technical conversation with engineers • NDA upon request