Lack of customization can hinder intelligent document processing success
By Published On: August 25, 2023Categories: Intics Product

In the days before word processing software, getting a document formatted and print-worthy was a major task that took days of human effort.

You started out with tool called LaTex, which was the only game in town apart from the Macintosh. You had to use the “vi” editor on UNIX systems to type reports, and add your tables, images, and different sections and subsections, using programming commands.

Finally, you would have to compile the entire document, and more often than not, it would throw up a bunch of errors. Fixing all those errors and recompiling the “program” was an iterative process, and when you finally eliminated the errors, you sent the PostScript output or .PS file to the print queue and started to pray really hard. There was no GUI, so you had no idea what the report would actually look like until after it was printed.

What has this got to do with Intelligent Document Processing?

Well, what most AI-driven Intelligent Document Processing (IDP) systems of today are doing is exactly what us humans used to do a few decades ago. And the AI system faces the same set of challenges.

Business documents come with a lot variable data, tables, images, and different sections, which makes it a formidable task to automate their processing.

As if that wasn’t enough, you have to deal with poor document quality due to the unwanted “noise” that creeps in while scanning documents, taking pictures, or producing low-quality PDFs.

To add to this smorgasbord of obstacles, you have to deal with documents stored on paper for years which starts to fall apart. Sometimes, documents are merely handwritten notes. Most documents require very specific domain knowledge to contextualize the data.

Finally, your task was to extract all the data from all those artifacts and make sense of it—good luck!

What people did was turn to Optical Character Recognition (OCR). And it worked, but only for a while.

Issues with OCR and IDP

Initially, document processing was done using OCR. The biggest challenge with OCR was its inability to read and decipher unstructured data, like handwritten notes—and OCR could never get the context from the content, even if someone’s life depended on it.

This means OCR could not interpret data and automatically categorize them. The next step, IDP addressed all these limitations—it used OCR to convert an image of text into readable text, harnessing AI, ML, and deep learning to capture, classify, and extract all relevant data. The automated IDP tools in the market promised accuracy between 60% and 95%, and the going was good.

However, IDP in and of itself isn’t enough. Because every organization’s requirements are unique, and pose their own set of document management process challenges.

That’s why IDP customization is absolutely essential and without it, document processing automation can quickly end up like a pipe dream.

Why is customization necessary with IDP?

Consider a large bank that deals with various documents, including loan applications, customer account statements, legal contracts, and regulatory compliance reports. This bank implemented an intelligent document processing solution to automate and streamline its document management workflows. As you can imagine, it would have a variety of context-specific needs.

Document Types and Variability

Documents come in various formats and structures. It can be in the form of filled documents, online applications, reports from third parties, account aggregation documents, and information about assets and liability. Besides, you also have to consider the types of loans, customer details, and regional regulations.

A standardized solution without customization will struggle to extract relevant data from diverse document types accurately.

Regulatory Compliance

Banks are subject to strict regulatory requirements, such as anti-money laundering (AML) and know-your-customer (KYC) regulations. These regulations necessitate specific data extraction and validation processes. Banks may need to collect specific customer information, including identification documents, proof of address, and other relevant details.

A customized solution can be designed to accurately extract and verify this information from various documents, such as passports, driver’s licenses, utility bills, and bank statements. It can also perform validations like consistency in signatures, document expiry dates, and matching official records. You can also integrate risk assessment algorithms to analyze customer data against watchlists and databases.

Document Types and Variability

Documents come in various formats and structures. It can be in the form of filled documents, online applications, reports from third parties, account aggregation documents, and information about assets and liability. Besides, you also have to consider the types of loans, customer details, and regional regulations.

A standardized solution without customization will struggle to extract relevant data from diverse document types accurately.

Regulatory Compliance

Banks are subject to strict regulatory requirements, such as anti-money laundering (AML) and know-your-customer (KYC) regulations. These regulations necessitate specific data extraction and validation processes. Banks may need to collect specific customer information, including identification documents, proof of address, and other relevant details.

A customized solution can be designed to accurately extract and verify this information from various documents, such as passports, driver’s licenses, utility bills, and bank statements. It can also perform validations like consistency in signatures, document expiry dates, and matching official records. You can also integrate risk assessment algorithms to analyze customer data against watchlists and databases.

According to the Association for Information and Image Management, 45% of respondents reported that compliance and regulatory issues were a challenge in their document management processes.

Data Security

Data security is paramount, given the sensitive nature of customer information and financial documents.

A customized IDP solution can play a crucial role in enhancing data security. A customized solution would implement robust encryption protocols to safeguard data during transmission and at rest. Sensitive data within documents, such as account numbers and personal identification details, can be masked or anonymized during processing. Besides, the customized solution would allow you to offer access controls, authentication, role-based permissions, and audit trails.

Data Security

Data security is paramount, given the sensitive nature of customer information and financial documents.

A customized IDP solution can play a crucial role in enhancing data security. A customized solution would implement robust encryption protocols to safeguard data during transmission and at rest. Sensitive data within documents, such as account numbers and personal identification details, can be masked or anonymized during processing. Besides, the customized solution would allow you to offer access controls, authentication, role-based permissions, and audit trails.

Organizations that do not customize their document processing solutions miss out on opportunities to leverage advanced technologies and gain a competitive edge.

The lack of customization in Intelligent Document Processing solutions can lead to various challenges, including reduced accuracy, inefficient workflows, low user adoption, compliance risks, scalability issues, and compromised data security.

Customization empowers organizations to tailor the system to their specific requirements, improving productivity, user satisfaction, and overall success.

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