Document AI & OCR Development
Services for Reliable Automation

Turn PDFs, scans, forms and images into validated data your systems can use. AB Ark builds document-processing pipelines that classify files, extract fields and tables for review and connect clean results to your workflows.

Trusted by Leading Enterprises

The Short Answer

What Are Document AI and
OCR Development Services?

OCR converts text from scans or images into machine-readable data. Document AI goes further by understanding document types, layouts and tables, extracting and validating fields, handling exceptions, and integrating data into business systems. IDP combines these capabilities with rules, human review, and automation.

AB Ark builds end-to-end document workflows, covering intake, cleanup, classification, OCR, data extraction and validation, human review, integrations, deployment, and monitoring.

Start With the Workflow

When Does Custom
Document AI Make Sense?

Manual document entry is slowing work.

Teams repeatedly read, copy, check and rekey information from PDFs, scans, images, emails or forms.

Documents vary too much for simple templates.

Layouts, suppliers, languages, page order, tables or image quality change across the real intake.

Critical data must be validated.

Extracted values need cross-field rules, master-data checks, totals, tolerances or reconciliation before posting.

Exceptions need accountable review.

People must confirm uncertain or high-impact fields without reprocessing the entire document manually.

Multiple systems must stay connected.

Documents arrive through one channel and approved results must update an ERP, CRM, DMS, claims platform or custom workflow.

An existing OCR tool underperforms.

Text is readable but fields, tables, document types, line items, routing or production visibility remain unreliable.

Use the Right Level of Intelligence

OCR vs. Document AI vs. Intelligent
Document Processing

OCR

Focused question answering over one well-managed knowledge collection.

What it does?

Recognizes printed or handwritten text in images and scanned pages.

Best suited to

Digitization, searchable archives and text capture where structure is secondary.

Important boundary

Readable text does not automatically become accurate business fields.

Capability

OCR

Focused question answering over one well-managed knowledge collection.

What it does?

Recognizes printed or handwritten text in images and scanned pages.

Best suited to

Digitization, searchable archives and text capture where structure is secondary.

Important boundary

Readable text does not automatically become accurate business fields.

END-TO-END DOCUMENT INTELLIGENCE

Our Document AI & OCR
Development Services

Document AI Strategy
and Readiness

Define the workflow, document population, users, risks, baseline, success measures and build-versus-buy decision before development begins.

Document and
Data Audit

Review representative files, layouts, languages, scan quality, handwriting, volumes, critical fields, labels, access requirements and failure patterns.

Custom OCR, ICR and
Handwriting Recognition

Evaluate text-recognition for printed text, forms, and handwriting across formats.

Document Classification
and Splitting

Identify document types, separate mixed bundles and route files to the right extraction, review or business process.

Schema-Based Data
Extraction

Map document content into defined fields, entities and nested outputs, then normalize dates, currencies, identifiers, addresses and units.

Vision-Language and
Generative Extraction

Consider VLM or LLM parsing for complex documents where flexible interpretation outperforms simpler methods.

Validation and
Reconciliation

Apply schemas, required-field checks, calculations, cross-field logic, reference data and system lookups before data is accepted.

Human-in-the-
Loop Review

Create focused review queues for low-confidence, high-risk and failed-validation cases with source highlighting, corrections and audit history.

Human Handoff and
Escalation Design

Transfer callers with reason, identity state, summary and relevant context while preserving a usable fallback when people or systems are unavailable.

Workflow Automation
and Integration

Connect approved results to ERP, CRM, DMS, finance, claims, logistics, case-management and custom applications through suitable APIs or events.

Secure Cloud, Private or
On-Premises Deployment

Design an operating model that fits data location, network, access, retention, availability, scale and support requirements.

Evaluation, Monitoring and
Managed Improvement

Measure recognition, classification, extraction, and workflow quality; monitor drift and exceptions.

Documents Into Work

Document AI Solutions for High-
Volume, High-Friction Processes

Invoices and Accounts Payable

Capture suppliers, invoice numbers, dates, purchase orders, taxes, totals and line items; validate the data and route mismatches before ERP posting.

Receipts and Expense Documents

Extract merchant, date, currency, tax, total and item details for review, policy checks and expense workflows.

POs and Delivery Documents

Read orders, packing lists, bills of lading, proof-of-delivery files and goods-receipt documents to support reconciliation and exceptions.

Insurance Claims and Supporting Evidence

Classify claim packets, extract relevant fields and route incomplete, uncertain or high-impact cases to accountable reviewers.

Onboarding and KYC Document Data

Capture data from identity and onboarding documents for downstream checks. Identity verification, authenticity and fraud decisions require separate approved controls.

Contracts, Policies and Legal Documents

Identify document types, clauses, parties, dates, obligations and structured facts for review, search and workflow support.

Healthcare and Administrative Records

Extract authorized information from referrals, forms, statements and supporting documents with privacy and human-review controls matched to the use case.

Logistics and Trade Documents

Process customs forms, commercial invoices, manifests, shipping instructions and certificates across multi-page, multi-format workflows.

Forms and Digital Mailrooms

Classify incoming forms and correspondence, extract key data and route each item to the correct queue, case or system.

Legacy Archive Digitization

Convert scanned collections into searchable, indexed and quality-checked content with metadata and traceable source files.

Document Search and RAG Preparation

Parse, structure and enrich documents for permission-aware search, knowledge assistants and retrieval-augmented generation systems.