Computer Vision & Voice AI Solutions

OCR & Document Image Data Extraction

Every business with paper or scanned-document volume (invoices, receipts, applications, intake forms) eventually hits the same wall: someone is retyping that data into a system by hand, and it's slow, error-prone, and doesn't scale. This service builds an extraction pipeline tuned to your specific document types, pulling the exact fields you need into clean, structured data, even when the source documents are skewed scans, mixed layouts, or partly handwritten. It's not generic OCR, it's a pipeline that knows what an invoice line item or an application field looks like in your documents specifically, and flags anything it isn't confident about instead of silently guessing. The result is a data-entry job that used to take hours turned into a review queue that takes minutes.

This is a capability we deliver for you as a service, not a role we’re hiring for.

How We’d Approach This

A clear, staged plan, not a black box

These are the service-specific steps inside our six-step process.

1
Diagnose: gather a representative batch of your real documents, across the messiest formats and quality levels you actually see, and define the exact fields to extract.
2
Pilot: build an extraction pipeline for one document type and run it against a batch of historical documents with known correct answers.
3
Review: check extracted fields against ground truth, and tune the pipeline for the specific layouts, fonts, or handwriting causing errors.
4
Build: harden the pipeline with validation rules, a confidence-scored human-review queue for exceptions, and a connection into your existing storage or system of record.

What You Get

Deliverables from this engagement

A configured extraction pipeline for your specific document types and fields
A structured data output feed (CSV, JSON, or database rows) ready for your existing systems
A confidence-scored review queue for extractions that need a human check
An accuracy benchmark report against manually verified samples
Integration into your existing storage, CRM, or ERP system

Six Ways We Could Architect This

Different engagement, different build, pick the shape that fits

There’s more than one way to deliver on this service. Browse a few of the ways we’d structure the work, depending on your speed, budget, and integration needs.

Read all 6 architectures as text

Lean Fast-Start Architecture

Intake

Scanned Document Uploaded
Basic Image Preprocessing
Off the Shelf OCR Engine

Field Extraction

Template Based Field Mapping
Extracted Fields Draft

Validation

Confidence Acceptable
Sent to Manual Review Queue
Auto Accepted

Output

Reviewer Corrects Fields
Structured Data Saved
Data Exported to Spreadsheet

Cloud-Native / Managed Services Architecture

Intake

Document Upload Portal
Cloud Object Storage
Managed OCR Service

Extraction Layer

Managed Document Understanding API
Field Extraction Model
Structured Data Store

Review Layer

Confidence Score Check
Managed Review Queue Interface
Auto Approved Record
Reviewer Confirms Fields

Delivery Layer

Synced to Business Database
Managed Analytics on Extraction Accuracy

Event-Driven & Automation-First Architecture

Triggers

Document Dropped in Watched Folder
Ingestion Event Fired
Email Attachment Received

Automation Layer

Preprocessing Job Queue
OCR Extraction Worker
Field Parser
Confidence Threshold Met
Auto Posted to Downstream System
Review Task Created and Assigned

Review Loop

Reviewer Corrects in Queue App
Correction Logged as Training Signal

Outcome

Record Available in ERP or Accounting
Extraction Accuracy Metric Updated

Enterprise-Grade & Compliance-Ready Architecture

Governance

Document Handling Policy
Data Privacy and Retention Rules
Access Control Policy

Secure Pipeline

Access Controlled Document Repository
Encrypted Extraction Pipeline
Role Based Reviewer Access

Audited Extraction

Extraction Model with Versioned Rules
Every Field Change Logged
Sensitive Data Detected
Redaction and Compliance Check
Standard Processing Continues

Compliance Reporting

Audit Trail Export
Redundant Secure Archive
Quarterly Compliance Report

AI-Augmented, Human-in-the-Loop Architecture

Data In

Scanned Document or Image
Document Type and Layout Library

AI Extraction

AI Document Understanding Model
AI Extracted Field Values
Per Field Confidence Score

Human in the Loop

Any Field Below Threshold
Low Confidence Fields Highlighted for Reviewer
Reviewer Confirms or Corrects Fields
Correction Sent Back to Model as Feedback
All Fields Auto Approved

Output

Final Structured Record
Record Pushed to Business System

Integration-Heavy / Ecosystem-Connected Architecture

Client Systems

Accounting or ERP System
Extraction Orchestration Core
Document Management System
Email or Scanning Platform

Extraction Core

Document Classification Engine
Field Extraction and Mapping Layer

Sync Layer

ERP Record Creation Sync
Document Management Tagging Sync
Accounting Ledger Entry Sync

Governance Reporting

Processing Volume Dashboard
Straight Through Processing Rate Report

Ready to get started?

Tell us what you’re trying to get done and we’ll help you find the highest-leverage place to start, scoped small enough to prove itself before you commit to anything bigger.

Talk to us about OCR & Document Image Data Extraction

Most engagements like this start as a $500–$2,500 pilot, see full pricing.