Ritu John

Digital Content Expert, Docsumo

Ritu is a seasoned writer and digital content creator with a passion for exploring the intersection of innovation and human experience. As a writer, her work spans various domains, making content relatable and understandable for a wide audience.

Ritu John

65 posts by Ritu

AI invoice processing and AI in accounts payable: how it works and where it helps

Document process automation: how to automate document processing end to end

The best financial document automation software in 2026: 14 tools for banks, lenders and finance teams

Mortgage process automation: how lenders automate the loan file, from application to closing

OCR in finance and accounting: what it means, how it works and where it's used

AI in lending: use cases, risks and how lenders put it to work

Bank statement processing: how it works, and whether to outsource or automate it

The best AI data extraction tools and software in 2026: 11 compared

OCR API guide: how it works, limits and the 8 best OCR APIs in 2026

Automated data extraction: how it works and how to roll it out

Intelligent character recognition (ICR): how it works, ICR vs OCR, uses and software

Automated invoice processing: how it works, its benefits and how to set it up

Data parsing: what it is, how it works and the main techniques

AI document extraction: how it works, techniques and how to implement it

Best COI tracking software in 2026: 10 tools compared

Automated data entry software: the 8 best data entry automation tools in 2026

Data extraction techniques: 10 methods and when to use each

Document classification: how it works, methods and examples

What is intelligent document processing (IDP)?

Purchase order automation: the workflow, the software and how to start

OCR for contract management: how to extract data from contracts

OCR for insurance documents: what it reads, where it stops and how to automate the rest

OCR for claims processing: what to extract and how to automate it

Commercial real estate data extraction: T-12s, rent rolls, leases and OMs

Insurance data extraction: the documents, the fields and how to automate it

Data ingestion: types, process, tools and how to ingest documents

What is data labeling? Types, process, techniques and quality checks

What is file parsing? Techniques, tools and Python examples

What is image classification? Techniques, tools and uses in document AI

Image segmentation: types, techniques, tools and document uses

OCR data extraction: how it works, methods and accuracy checks

Text annotation: types, process and tools for training NLP models

Document analysis vs data extraction: what each one is, with examples

What is semi-structured data? Definition, examples and extraction

Data abstraction vs data extraction: meanings, differences and a lease example

Structured vs unstructured vs semi-structured data: differences and examples

Data extraction vs data ingestion: the difference, and how ETL and integration fit

Data extraction vs data scraping: what's the difference?

1003 mortgage application data extraction: sections, checks and automation

Financial data extraction software: 8 tools, and how to extract data from financial statements and annual reports

Invoice data extraction and parsing: fields, methods and how to automate it

How to extract data from raw text: methods, code and best practices

Fannie Mae Form 710: fields, required documents and automation

Flood certificate data extraction: flood determinations and elevation certificates

Data extraction API: how it works, how to choose one and how to use it

Debt settlement letter data extraction: fields, checks and automation

Health insurance claim form data extraction: CMS-1500 and UB-04

ACORD 101 data extraction: the additional remarks schedule and its parent form

W-9 form data extraction: how to collect, read and check W-9s at onboarding

ACORD 25 data extraction: fields, checks and automation

What is OCR (optical character recognition)? How it works and its types

Email data extraction: how to extract data from emails and attachments automatically

The best data capture software in 2026: 11 automated data capture solutions compared

AI bank statement analysis: how it works and what you get from it

Bank statement income verification: how lenders calculate income from deposits

How to convert bank statements to JSON: schema, methods and validation

How to convert PDF bank and credit card statements to Excel

Bank statement APIs: how they work, what they return and how to choose one

Bank statement verification software: what it checks and which tool fits

Bank statement automation for bookkeeping and reconciliation

Document parsing: how it works, methods, software and tools

Bank statement verification for business loans: what lenders check and how

How mortgage lenders verify bank statements and funds: requirements, checks and automation

The best utility bill management and processing companies in 2026

What is data extraction? Definition, types, methods and examples