OCR & ICR SERVICES
Convert Scanned Documents Into Searchable Text and Structured Digital Records
Global Data Entry Solutions provides OCR and ICR processing support for organizations that need information from printed, scanned and suitable handwritten documents converted into searchable text, editable files or structured datasets for downstream document and data workflows.
OCR for Printed and Machine-Readable Text
Optical Character Recognition can assist with extracting machine-printed text from scanned pages, PDFs and image-based documents. It is useful where source quality, layout and typography are suitable for recognition and where the output can be validated before downstream use.
OCR-assisted workflows may support searchable PDF creation, text extraction, spreadsheet preparation, document conversion and structured field capture.
ICR for Suitable Handwritten Fields
Intelligent Character Recognition may assist with selected handwritten characters or constrained form fields where source quality and handwriting are suitable. Handwritten content can vary widely, so uncertain or unreadable values should be routed for human review rather than assumed.
OCR and ICR services can be combined with scanning and OCR services, OCR cleanup processing, document processing or data capture services where a broader document-to-data workflow is required.
PROCESSING CAPABILITIES
Common OCR and ICR Requirements
Printed Text Recognition
Extract machine-printed text from suitable scanned pages, PDFs and image-based documents.
Handwritten Field Recognition
Assist with constrained handwritten fields where source quality and handwriting are suitable for ICR-supported processing.
Searchable PDF Preparation
Create searchable text layers for approved document sets while preserving the visual source page where required.
Structured Data Extraction
Capture client-defined fields into Excel, CSV, database or other structured output templates.
Recognition Validation
Review recognized text or fields against the source document where validation is required.
Exception Handling
Flag unreadable characters, low-confidence fields, poor scans or ambiguous handwriting for manual review.
COMMON USE CASES
Where OCR and ICR Processing Can Help
Document Archive Digitization
Convert scanned archives into searchable documents and structured indexes for easier retrieval.
Forms Data Capture
Extract machine-printed and suitable handwritten form fields into client-defined data structures.
Searchable PDF Conversion
Add searchable text to image-based PDF files for approved document collections.
Legacy Document Conversion
Convert older scanned business records into editable text, spreadsheets or structured datasets.
OCR Cleanup Workflows
Review and correct recognition errors before the text is used in downstream document or data systems.
Recurring Document Intake
Support ongoing recognition-assisted processing for stable document types and client-defined field rules.
PROCESS
A Controlled OCR & ICR Workflow
Assess
Review document types, scan quality, handwriting, fields and target output.
Prepare
Organize source images or PDFs and apply client-defined document classification rules.
Recognize
Use OCR or ICR-assisted processing where suitable for the approved source content.
Validate
Compare recognized text or fields with the source where review is required.
Exceptions
Route low-confidence, unreadable or ambiguous results into manual review queues.
Deliver
Return searchable documents, structured data and exception outputs in the agreed format.
QUALITY CONTROL
Controls That Support Recognition Quality
Source Quality Review
Identify skew, blur, low resolution, background noise or other issues that may affect recognition quality.
Field-Level Validation
Review required fields, identifiers, dates, numbers and other client-defined values against the source.
Character & Word Review
Check low-confidence text where recognition output is unclear or inconsistent.
Layout Consistency
Review page order, headings, tables and field placement where structured output depends on document layout.
Duplicate Review
Flag potentially repeated pages or records using client-defined document and identifier criteria.
Exception Handling
Keep unreadable or uncertain content visible for review instead of forcing low-confidence recognition into the final output.
INPUT & OUTPUT
Flexible Document Sources and Digital Deliverables
Common Inputs
- Scanned paper documents
- Image-based PDFs
- TIFF, JPEG and PNG images
- Printed forms
- Suitable handwritten forms
- Legacy document archives
Typical Outputs
- Searchable PDF files
- Microsoft Word documents
- Excel spreadsheets
- CSV or delimited files
- Database-ready templates
- Exception and manual-review queues
SERVICE EXPLAINED
OCR vs ICR vs Manual Data Entry
OCR
Best suited to machine-printed text and structured documents where source quality supports recognition.
ICR
Can assist with selected handwritten characters or constrained form fields, but typically requires stronger review because handwriting varies.
Manual Data Entry
May be preferable where documents are highly variable, handwriting is difficult, layouts are complex or recognition confidence is low.
RELATED SERVICES
Related Scanning, OCR and Data Services
WHY OUTSOURCE OCR & ICR PROCESSING
Add Digitization Capacity While Keeping Recognition Errors Visible
Recognition-assisted document processing can reduce repetitive typing, but OCR and ICR outputs still require appropriate quality checks. Outsourcing can add processing capacity while keeping validation, exception handling and source-to-record review visible.
- Support large or recurring document volumes
- Convert scanned files into searchable digital content
- Combine recognition technology with human review
- Prepare structured outputs for databases or migration
- Keep low-confidence content visible for manual review
- Choose manual entry where recognition is not appropriate
PROJECT SETUP
Have Scanned or Handwritten Documents to Process?
Share representative files, approximate page volume, document types, required output and validation rules. We can review whether OCR, ICR, manual entry or a blended workflow is appropriate.
Request a Project DiscussionFREQUENTLY ASKED QUESTIONS
OCR & ICR Services FAQs
What is OCR?
OCR, or Optical Character Recognition, converts machine-printed text in scanned documents or images into searchable or editable digital text.
What is ICR?
ICR, or Intelligent Character Recognition, can assist with selected handwritten characters or constrained handwritten form fields where the source quality is suitable.
Can OCR create searchable PDFs?
Yes. Image-based PDFs can be processed to add searchable text layers where the source quality supports recognition.
Can handwritten forms be processed?
Suitable handwritten fields may be processed with ICR-assisted or manual workflows, with low-confidence content routed for review.
Is OCR always accurate?
No. Recognition quality depends on scan quality, typography, layout, handwriting and source condition, so validation may be required.
What happens when OCR or ICR cannot confidently read a value?
Low-confidence, unreadable or ambiguous values can be assigned to a manual review queue rather than being guessed.
What information do you need to review a project?
Useful details include sample files, approximate page volume, document types, required output, field structure, recognition expectations and validation rules.
CONTROLLED DOCUMENT RECOGNITION
Recognition Where Appropriate, Human Review Where Needed
Our goal is to make OCR and ICR processing practical by matching the recognition method to the source, validating important outputs and keeping uncertain content visible for review.
CONTACT US
Discuss Your OCR or ICR Requirement
Tell us the approximate page volume, document types, source quality and target output. Our team can review the requirement and discuss an appropriate recognition and validation workflow.
Address: Sarkhej - Gandhinagar Hwy, Ahmedabad, 382470, India
Phone: +1-572-221-3171
Email: info@globaldataentrysolutions.com
Request a Project Discussion
Talk to us about OCR, ICR, searchable PDFs, handwritten forms, structured data extraction, OCR cleanup or archive digitization.
Contact Our Team