How to ensure Intelligent Document Processing (IDP) scalability for future growth?
There’s a popular myth that many people believe: “We only use 10% of our brains.” This calculation has been misattributed to various people, including renowned physicist Albert Einstein, 19th-century psychologist William James, and Dale Carnegie of How to Win Friends and Influence People fame. In reality, if we only used 10% of our brain, then most brain injuries would have had no effect at all on us, because 90% of our brain was lying idle anyway.
What is true, however, is that most organizations today only use about 15% of their valuable data. The reason for this is that 85% of all data in large enterprises is
unstructured – and does not follow an established format or model, making it challenging to search and analyze. To make sense of the unstructured data, some
organizations have attempted to drive IDP initiatives with technologies like Robotic Process Automation (RPA). Organizations using RPA can harness a meager 15% of what they have, as they are not equipped to handle unstructured data.
A few organizations use optical character recognition (OCR) technology to drive their IDP initiatives. It is template-based and doesn’t work for unstructured documents. You will have to create new templates for every organization, besides continuously changing the templates.
Some mature organizations are embedding MI/AL, but the tech is only capable of going so far with unstructured documents. They still need to do a lot of manual post-processing or build and connect additional RPA to handle post-processing.
To understand this better, let us look at the technology and processes that make IDP scalability a challenge:
Data variability and complexity
Unstructured documents come in various formats, languages, and layouts, making it difficult for IDP to handle them efficiently.
According to an AIIM study, only 18% of organizations surveyed have high confidence in their IDP systems’ ability to handle document variability.
Accuracy and training data
IDP models require substantial amounts of labeled training data to perform well. Acquiring and preparing such data can be time-consuming and costly.
A McKinsey report found that over 60% of IDP projects fail to meet accuracy expectations.
Integration complexity
Implementing IDP solutions often involves complex integration with existing systems like Enterprise Resource Planning (ERP) or Customer Relationship Management (CRM) software.
This complexity can lead to project delays and cost overruns.
Inadequate process analysis
Many organizations rush into implementing IDP without analyzing and redesigning their document-centric processes.
A survey by Deloitte found that 40% of IDP projects failed because organizations did not align them with their business processes.
Resistance to change
Employees may resist changes brought about by IDP, fearing job displacement or workflow disruptions.
A Gartner report predicts that by 2024, 50% of organizations will face employee resistance in adopting IDP technologies.
Maintenance and monitoring
IDP systems require constant updates, ongoing maintenance, and monitoring to ensure they adapt to evolving document formats and maintain accuracy.
A Forrester study reveals that 33% of organizations struggle with IDP maintenance and support.
Compliance
Verticals like healthcare and finance deal with highly regulated documents. Adhering to compliance requirements while scaling IDP can be challenging, as demonstrated by a PWC study where 49% of financial services companies cited compliance as a
barrier to scaling IDP.
Process fragmentation and lack of IT readiness have been the biggest challenges in scaling IDP infrastructure in organizations across verticals. Besides these, you can count lack of vision, resistance to change, cost and speed to implement, and executive support and alignment as the other broad challenges in scaling.
How do you go about scaling your IDP?
Is there a silver bullet to scaling your IDP? – No.
However, you can help break down your scalability barriers and unlock the power of Intelligent Document Processing.
Here are a few steps that you should be cognizant of:
Assess current IDP capabilities and needs.
Begin by understanding your existing IDP systems’ capabilities, including their processing speed, accuracy, and document type support.
In case you don’t have any existing IDP capability, collaborate with different functions and stakeholders in your organization to identify the types of documents,
their volume, and the specific tasks you need to automate, such as data extraction, classification, and validation.
For instance, as a healthcare provider, you realize that you struggle to process handwritten prescription documents efficiently. However, you anticipate a substantial increase in handwritten prescriptions due to a new patient portal. You will have to keep this in mind while choosing your IDP solution.
Select the right IDP solution for scalability.
Research and compare IDP solutions in the market, focusing on scalability, adaptability to document types, and integration capabilities.
The most significant thing you should identify is the willingness of the solution provider to customize their solution per your needs and train the models with labeled data.
Would cloud-based solutions help in scalability as the document volumes and processing demand grow?
I am sure that should be a consideration per your growing document processing needs.
Design scalable document processing workflows.
Develop document processing workflows that can scale with increased document volumes. Utilize parallel processing, load balancing, and modular design.
Implement resource allocation strategies that automatically allow your IDP system to scale up and down based on processing demands.
For instance, you can utilize additional virtual machines during peak processing times.
Train and improve machine learning models.
Develop a strategy for continuous model training and improvement. Use historical data to retrain machine learning models to enhance accuracy and adapt to changing document formats.
Bring humans in the loop where human reviewers correct model errors, improving the systems’ performance over time.
Imagine a legal firm using IDP to automate contract review. They regularly retrain their IDP models using new contracts and feedback from legal experts, resulting in more accurate contract analysis.
Monitor and optimize document processing performance.
Track document processing performance, including processing times, error rates, and resource utilization.
Regularly review performance data to identify bottlenecks or areas for improvement. Adjust workflows and resource allocation as needed.
Let us assume you identify a bottleneck in the document classification step. You can optimize the workflow by introducing a more efficient classification algorithm, reducing processing time.
With these steps, organizations can effectively scale their Intelligent Document Processing implementations to handle increased document volumes while maintaining accuracy and efficiency. This will help you ensure streamlined document management and automation of document-related tasks. Besides these, you should also look at disaster recovery and redundancy to ensure availability and minimize downtime risks while scaling your IDP implementations.
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