{"id":41,"date":"2018-03-17T00:00:44","date_gmt":"2018-03-17T00:00:44","guid":{"rendered":"http:\/\/ahandersonconsulting.com\/blog\/?p=41"},"modified":"2022-12-01T14:32:38","modified_gmt":"2022-12-01T14:32:38","slug":"from-rpa-to-intelligent-automation","status":"publish","type":"post","link":"https:\/\/www.ahandersonconsulting.com\/blog\/from-rpa-to-intelligent-automation\/","title":{"rendered":"From RPA to \u201cIntelligent Automation\u201d"},"content":{"rendered":"\n<p>My last few articles have focused on the rise of RPA (Robotic Process Automation) from a disruptive solution focused on a small segment of the marketplace, to one that is now being piloted or used on a small\/medium scale by many Fortune 1000 companies (<a href=\"https:\/\/www.linkedin.com\/pulse\/why-30-rpa-implementations-failing-arthur-anderson\/\" target=\"_blank\" rel=\"noreferrer noopener\">see past articles<\/a>). Per&nbsp;<a href=\"https:\/\/www.horsesforsources.com\/RPA-marketsize-HfS_061017\" target=\"_blank\" rel=\"noreferrer noopener\">HfS Research<\/a>, RPA market size is forecasted to approach $1-$1.5B in revenue by 2021, and the reason for its growth prospects is that the technology has largely delivered on its value proposition of improving process efficiency by 50-80%, reducing cycle time 40-60% and providing output quality of &gt;99.9% for amenable processes.<\/p>\n\n\n\n<p>During this growth in RPA utilization, there\u2019s been a lot of talk about how RPA and related technologies will change the future of work. A recent&nbsp;<a href=\"https:\/\/www.mckinsey.com\/global-themes\/future-of-organizations-and-work\/what-the-future-of-work-will-mean-for-jobs-skills-and-wages\" target=\"_blank\" rel=\"noreferrer noopener\">McKinsey article<\/a>&nbsp;stated in about 60 percent of occupations, at least one-third of the activities could be automated (using RPA and related technologies), implying substantial workplace transformations and changes for all workers over the coming decades. In parallel, there has been a subtle shift in terminology from the term RPA (Robotic Process Automation) to \u201cIntelligent Automation.\u201d Why the subtle shift and what does it mean for you? That is the topic of this post.<\/p>\n\n\n\n<p><strong><em>What is Intelligent Automation?<\/em><\/strong><\/p>\n\n\n\n<div class=\"wp-block-columns has-2-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p>I am not sure who initiated the term \u201cIntelligent Automation\u201d (IA), but I first saw it used 5 years ago when I first was introduced to RPA by\u00a0<strong>Sutherland Global<\/strong>. However, I\u2019m sure a few of you who read this article will let me know that the timeline for using this term was far earlier\u2026 Initially, the term IA was used to distinguish itself from the fast-growing, rules-based RPA solutions, and refer to the suite of technologies that were starting to mimic more \u201cintelligent\u201d tasks performed by people, such as machine learning and artificial intelligence technologies. Over the last few years, many solution providers and consultancies have now shifted that definition and have been using this term to encompass the full-spectrum of this segment of the automation space. <\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"600\" src=\"https:\/\/www.ahandersonconsulting.com\/blog\/wp-content\/uploads\/2022\/12\/1520992371058-1024x600.jpeg\" alt=\"\" class=\"wp-image-632\" srcset=\"https:\/\/www.ahandersonconsulting.com\/blog\/wp-content\/uploads\/2022\/12\/1520992371058-1024x600.jpeg 1024w, https:\/\/www.ahandersonconsulting.com\/blog\/wp-content\/uploads\/2022\/12\/1520992371058-300x176.jpeg 300w, https:\/\/www.ahandersonconsulting.com\/blog\/wp-content\/uploads\/2022\/12\/1520992371058-768x450.jpeg 768w, https:\/\/www.ahandersonconsulting.com\/blog\/wp-content\/uploads\/2022\/12\/1520992371058-600x352.jpeg 600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p>For example,&nbsp;<strong>Deloitte<\/strong>&nbsp;has defined Intelligent automation (for some time) as the marriage of artificial intelligence\u2014including natural language processing, machine learning, and machine vision\u2014with automation.&nbsp;<a rel=\"noreferrer noopener\" href=\"https:\/\/webforms.ey.com\/Publication\/vwLUAssets\/ey-intelligent-automation\/$FILE\/ey-intelligent-automation.pdf\" target=\"_blank\">EY<\/a>&nbsp;explains that IA is a framework which will allow the enterprises to gradually move from RPA to machine based learning to cognitive capabilities culminating in Artificial Intelligence, and&nbsp;<a rel=\"noreferrer noopener\" href=\"https:\/\/www.uipath.com\/automate\/intelligent-process-automation\" target=\"_blank\">UiPath<\/a>&nbsp;refers to Intelligent Process Automation (IPA) as the application of Artificial Intelligence and related new technologies, including Computer Vision, Cognitive automation and Machine Learning to Robotic Process Automation. And finally,&nbsp;<a rel=\"noreferrer noopener\" href=\"https:\/\/www.mckinsey.com\/business-functions\/digital-mckinsey\/our-insights\/intelligent-process-automation-the-engine-at-the-core-of-the-next-generation-operating-model\" target=\"_blank\">McKinsey<\/a>&nbsp;states that IPA mimics activities carried out by humans, and over time, learns to do them even better. Traditional levers of rule-based automation are augmented with decision-making capabilities thanks to advances in deep learning and cognitive technology. Do you see the pattern?<\/p>\n\n\n\n<p><strong><em>Why Is this Important?<\/em><\/strong><\/p>\n\n\n\n<div class=\"wp-block-columns has-2-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p>However, you define Intelligent Automation, it is clear that RPA should be a company\u2019s initial focus, targeting repetitive, predictable and rule-based tasks across select processes.\u00a0However, it is important to have an \u201ceye to the future\u201d early in your RPA journey (after some successes), and develop a roadmap that goes beyond RPA and leverages the more sophisticated (and higher-value) steps in the intelligent automation journey. The building blocks you put in place during the RPA portion of your journey such as a \u201cproof-of-concept\u201d\/process mindset, greater focus on aligning digital\/business strategy, building a \u201ccenter-of-excellence\u201d to better scale RPA, and leveraging change management tools for the transformation, are directly transferable for the rest of the IA journey.\u00a0<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"535\" src=\"https:\/\/www.ahandersonconsulting.com\/blog\/wp-content\/uploads\/2022\/12\/1520992499599-1024x535.jpeg\" alt=\"\" class=\"wp-image-633\" srcset=\"https:\/\/www.ahandersonconsulting.com\/blog\/wp-content\/uploads\/2022\/12\/1520992499599-1024x535.jpeg 1024w, https:\/\/www.ahandersonconsulting.com\/blog\/wp-content\/uploads\/2022\/12\/1520992499599-300x157.jpeg 300w, https:\/\/www.ahandersonconsulting.com\/blog\/wp-content\/uploads\/2022\/12\/1520992499599-768x401.jpeg 768w, https:\/\/www.ahandersonconsulting.com\/blog\/wp-content\/uploads\/2022\/12\/1520992499599-600x314.jpeg 600w, https:\/\/www.ahandersonconsulting.com\/blog\/wp-content\/uploads\/2022\/12\/1520992499599.jpeg 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p>It is still early days, but there are some companies that are now going beyond RPA into the other elements of the Intelligent Automation space&#8230;.specifically cognitive and artificial intelligence (AI).&nbsp;One example is Automation Anywhere (AA) with the introduction of their&nbsp;<a rel=\"noreferrer noopener\" href=\"https:\/\/www.automationanywhere.com\/products\/iq-bot\" target=\"_blank\">IQ BOT<\/a>&nbsp;platform.&nbsp;At a recent event, they shared the results from an insurance company in need of automation of their claims process. The AA solution utilized AI to read 1000s incoming documents per day, classify information and identify key data before sending them to their RPA solution for execution.&nbsp;They were able reduce costs by nearly 50% (or $920K) and accomplish 60% straight through processing in the 1st year of operation.&nbsp;Years 2 and 3 are expected to be even higher.&nbsp;Other companies such as&nbsp;<strong>Blue Prism<\/strong>,&nbsp;<strong>Thoughtonomy, WorkFusion<\/strong>&nbsp;and&nbsp;<strong>Softomotive<\/strong>, have also implemented some use cases leveraging cognitive\/AI solutions along with RPA to deliver real business value.&nbsp;A recently released report by the&nbsp;<a rel=\"noreferrer noopener\" href=\"https:\/\/www.everestgrp.com\/\" target=\"_blank\">Everest Group<\/a>&nbsp;provides a detailed view of these vendors, the RPA technology vendor landscape and a thorough assessment of the various RPA technology solutions across several key dimensions.<\/p>\n\n\n\n<p><strong><em>What Does the Future hold?<\/em><\/strong><\/p>\n\n\n\n<div class=\"wp-block-columns has-2-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p>Intelligent automation is more than just scaling RPA across the enterprise.&nbsp;It has the potential to transform your company in ways you know (from a human to a human\/digital workforce), and ways you may not be able fully see yet. A good analogy is the self-driving car industry. Few people 10 years ago would have said that self-driving cars would be on the road in 10-15 years, but according to&nbsp;<a rel=\"noreferrer noopener\" href=\"http:\/\/www.driverless-future.com\/?page_id=384\" target=\"_blank\">Nvidia CEO Jensen Huang<\/a>, he expects them to be on the road by 2022, with many other experts in agreement. Some of the same concepts\/technologies used to tackle challenges facing self-driving cars, are being used to tackle automation of \u201cintelligent\u201d business process especially with unstructured data.&nbsp;So, if your company is not on the journey yet, now is the time to start&#8230;before it is too late!<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"535\" src=\"https:\/\/www.ahandersonconsulting.com\/blog\/wp-content\/uploads\/2022\/12\/1520992564640-1024x535.jpeg\" alt=\"\" class=\"wp-image-634\" srcset=\"https:\/\/www.ahandersonconsulting.com\/blog\/wp-content\/uploads\/2022\/12\/1520992564640-1024x535.jpeg 1024w, https:\/\/www.ahandersonconsulting.com\/blog\/wp-content\/uploads\/2022\/12\/1520992564640-300x157.jpeg 300w, https:\/\/www.ahandersonconsulting.com\/blog\/wp-content\/uploads\/2022\/12\/1520992564640-768x401.jpeg 768w, https:\/\/www.ahandersonconsulting.com\/blog\/wp-content\/uploads\/2022\/12\/1520992564640-600x314.jpeg 600w, https:\/\/www.ahandersonconsulting.com\/blog\/wp-content\/uploads\/2022\/12\/1520992564640.jpeg 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p>If you are not sure where to start, engage more than one partner to help in building that vision. The Everest study is a good place to start. &nbsp;To date, there isn\u2019t one entity or platform dominating the space, so a best of breed approach is probably the best way to kickstart your efforts.<\/p>\n\n\n\n<p>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;-<\/p>\n\n\n\n<p><strong>Art Anderson<\/strong>&nbsp;is Managing Principal for AH Anderson Consulting, LLC, which focuses on helping companies be more productive, efficient and competitive. He has 25+ years of experience in various end-markets including industrial and specialty chemicals, manufacturing, semiconductors, consumer products, aerospace and several others. Specific expertise in strategic transformation and planning, intelligent automation, shared\/global service delivery strategy, optimizing commercial operations, leveraging process excellence tools, and improving both internal and external customer experience. Prior to consulting, Art had a successful career at a Fortune 300 in a variety of business and functional leadership roles. Most recently, as Director and member of the executive team leading the transformation from Shared Services to a Global Business Services framework, leveraging a host of intelligent automation technologies. Learn more at&nbsp;<a href=\"http:\/\/www.ahandersonconsulting.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">www.ahandersonconsulting.com<\/a>. Art can be reached directly at&nbsp;<a href=\"http:\/\/mailto:art@ahandersonconsulting.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">art@ahandersonconsulting.com<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>My last few articles have focused on the rise of RPA (Robotic Process Automation) from a disruptive solution focused on a small segment of the marketplace, to one that is now being piloted or used on a small\/medium scale by many Fortune 1000 companies (see past articles). Per&nbsp;HfS Research, RPA market size is forecasted to [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":43,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-41","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-intelligent-automation-rpa"],"_links":{"self":[{"href":"https:\/\/www.ahandersonconsulting.com\/blog\/wp-json\/wp\/v2\/posts\/41","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ahandersonconsulting.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ahandersonconsulting.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ahandersonconsulting.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ahandersonconsulting.com\/blog\/wp-json\/wp\/v2\/comments?post=41"}],"version-history":[{"count":0,"href":"https:\/\/www.ahandersonconsulting.com\/blog\/wp-json\/wp\/v2\/posts\/41\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ahandersonconsulting.com\/blog\/wp-json\/wp\/v2\/media\/43"}],"wp:attachment":[{"href":"https:\/\/www.ahandersonconsulting.com\/blog\/wp-json\/wp\/v2\/media?parent=41"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ahandersonconsulting.com\/blog\/wp-json\/wp\/v2\/categories?post=41"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ahandersonconsulting.com\/blog\/wp-json\/wp\/v2\/tags?post=41"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}