{"id":15737,"date":"2019-06-27T00:33:13","date_gmt":"2019-06-27T00:33:13","guid":{"rendered":"https:\/\/app14743.cloudwayssites.com\/blog\/?p=5737"},"modified":"2019-12-03T16:19:15","modified_gmt":"2019-12-03T16:19:15","slug":"ai-digital-transformation","status":"publish","type":"post","link":"https:\/\/app14743.cloudwayssites.com\/blog\/ai-digital-transformation\/","title":{"rendered":"Is AI Required for Successful Digital Transformation?"},"content":{"rendered":"<p id=\"h.gjdgxs\">Gartner recently published a report that said: \u201capplication leaders should embrace AI-augmented development now, or risk falling further behind digital leaders.\u201d*\u00a0In today\u2019s <a href=\"https:\/\/www.youtube.com\/watch?v=c9eH9g_KgZw\" target=\"_blank\" rel=\"noopener noreferrer\">visual economy<\/a>, customers are increasingly interacting with companies through a screen. For this reason, digital transformations are all about delivering quality at high velocity along with stability. To do this, leading firms of all sizes and verticals are embracing AI as a critical layer in their tech stack.<\/p>\n<h2>Why does AI matter to Digital Transformation?<\/h2>\n<p>Because it can help automate the error-prone and mundane tasks that often pull humans away from higher value tasks for an organization. The Gartner report states, \u201cwhile early AI-augmented development addresses mundane, \u2018plumbing\u2019 tasks, this is exactly where application leaders can benefit from further automation and cost reduction.\u201d*<\/p>\n<p>However, we know that simply using AI for its own sake won\u2019t get you very far. While these types of technological advancements can certainly help increase your productivity and increase the velocity of your software development pipeline, the areas where you can get the most proverbial \u201cbang for your buck\u201d is in processes that are either 1) entirely manual or 2) extremely frequent tasks (or sometimes both).<\/p>\n<p>According to Gartner, \u201ctoday\u2019s statistical techniques are inadequate for optimizing testing, especially when changes to applications are frequent and where large software assets already exist that use a wide variety of microservices. Development and quality assurance (QA) in organizations cannot keep pace with the rate of innovation needed, due to: a heavy reliance on manual testing, skills gaps, insufficient resources, and an inability to scale technologies and processes. AI and ML are particularly suited to support the complex test automation required for back-end services within a mesh app and service architecture.* For more information from Gartner regarding microservices, visit\u00a0<a href=\"https:\/\/www.gartner.com\/smarterwithgartner\/4-steps-to-design-microservices-for-agile-architecture\/\" target=\"_blank\" rel=\"noopener noreferrer\">4 Steps to Design Microservices for Agile Architecture<\/a>.**<\/p>\n<p style=\"text-align: center;\"><span style=\"color: #808080;\">__________________________________________________________<\/span><\/p>\n<p style=\"text-align: center;\"><strong>Gartner\u2019s \u2018Innovation Insight for AI-Augmented Development\u2019 report is available to subscribers: (<\/strong><strong><a href=\"https:\/\/www.gartner.com\/doc\/3933974\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/www.gartner.com\/doc\/3933974<\/a><\/strong><strong>).<\/strong><\/p>\n<p style=\"text-align: center;\"><span style=\"color: #808080;\">__________________________________________________________<\/span><\/p>\n<h2>Why is Digital Transformation difficult?<\/h2>\n<p style=\"text-align: left;\">Consider the task of visually inspecting the user interface of an application or webpage. Oftentimes, this is still a job that is reserved for human eyes only. Someone &#8212; or rather a team of people &#8212; need to physically sit down and scan thousands of webpages across multiple browser types and devices, looking for inconsistencies and errors.<\/p>\n<p>According to our<a href=\"https:\/\/go.applitools.com\/State-of-Testing-Report-2019.html?utm_term=&amp;utm_source=web-referral&amp;utm_medium=blog&amp;utm_content=blog&amp;utm_campaign=&amp;utm_subgroup=\">\u00a0<\/a><a href=\"https:\/\/go.applitools.com\/State-of-Testing-Report-2019.html?utm_term=&amp;utm_source=web-referral&amp;utm_medium=blog&amp;utm_content=blog&amp;utm_campaign=&amp;utm_subgroup=\">2019 State of Automated Visual Testing Report<\/a>, today\u2019s typical \u201cDigitally Transformed&#8221; company now boasts 28 unique web and mobile applications, each with 98 pages or screens per app, viewable in five different screen sizes, and read in six different human languages. This amounts to around 90,000 screen variations accessible every day by customers. Here\u2019s how that breaks down by industry:<\/p>\n<figure id=\"attachment_5735\" aria-describedby=\"caption-attachment-5735\" style=\"width: 973px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-5735\" src=\"https:\/\/app14743.cloudwayssites.com\/wp-content\/uploads\/2019\/06\/image1-1.png\" alt=\"image1 1\" width=\"973\" height=\"571\" \/><figcaption id=\"caption-attachment-5735\" class=\"wp-caption-text\">Source: <a href=\"https:\/\/go.applitools.com\/State-of-Testing-Report-2019.html?utm_term=&amp;utm_source=web-referral&amp;utm_medium=blog&amp;utm_content=blog&amp;utm_campaign=&amp;utm_subgroup=\">2019 State of Automated Visual Testing<\/a>.<\/figcaption><\/figure>\n<p>90,000 screens. That\u2019s a lot.<\/p>\n<p>In fact, if you laid all those screens end to end, they\u2019d extend over 17 miles (27 kilometers).<\/p>\n<p>Imagine walking that distance, carefully checking a screen every step of the way. How long would it take you? Would you like to do that with every test run?<\/p>\n<figure id=\"attachment_5736\" aria-describedby=\"caption-attachment-5736\" style=\"width: 1074px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-5736\" src=\"https:\/\/app14743.cloudwayssites.com\/wp-content\/uploads\/2019\/06\/image2-1.jpg\" alt=\"image2 1\" width=\"1074\" height=\"497\" \/><figcaption id=\"caption-attachment-5736\" class=\"wp-caption-text\">Source: <a href=\"https:\/\/unsplash.com\/photos\/oyBWrNzOEYw\">@7seth on Unsplash<\/a>.<\/figcaption><\/figure>\n<p>Probably not.<\/p>\n<p>Because of this, we\u2019ve found that a typical company incurs between $1.8M and $6.9M annually due to visual bugs that have escaped into production. Ouch!<\/p>\n<figure id=\"attachment_5734\" aria-describedby=\"caption-attachment-5734\" style=\"width: 974px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-5734\" src=\"https:\/\/app14743.cloudwayssites.com\/wp-content\/uploads\/2019\/06\/image3-1.png\" alt=\"\" width=\"974\" height=\"802\" \/><figcaption id=\"caption-attachment-5734\" class=\"wp-caption-text\">Source: <a href=\"https:\/\/unsplash.com\/photos\/9BatP4ovW2I\">@jpvalery on Unsplash<\/a>.<\/figcaption><\/figure>\n<p>What this data tells us is that it is <strong>not<\/strong>\u00a0reasonable for humans to find the small inconsistencies in a webpage, especially ones that we are extremely familiar with. Just as you will \u201cgloss over\u201d a misspelling in a sentence when you know what it is supposed to say, it is very natural to \u201cgloss over\u201d a visual error when you know the color it\u2019s supposed to be, or where the button is supposed to be positioned, or how the columns are supposed to align. But for your customers, who didn\u2019t spend countless hours working on the website or application, they will most certainly notice the mistakes that you\u2019ve missed.<\/p>\n<p>In addition to the issue of familiarity, there is also the challenge of scalability. Reviewing 90,000 variations of how a screen looks is simply not sustainable in a time where the velocity of software release cycles is only getting higher.<\/p>\n<p>So, realistically, what can be done?<\/p>\n<h2><strong>Visual AI to the Rescue<\/strong><\/h2>\n<p>We created <a href=\"https:\/\/app14743.cloudwayssites.com\/features#visual-ai?utm_term=&amp;utm_source=web-referral&amp;utm_medium=blog&amp;utm_content=blog&amp;utm_campaign=&amp;utm_subgroup=\">Visual AI<\/a>\u00a0technology that emulates the human eye and brain with computer vision algorithms. These algorithms report only the visual differences that are perceptible to users. Also, they ignore insignificant rendering, size, and position differences that users won\u2019t notice.<\/p>\n<p>We\u2019ve tuned these algorithms to instantly validate entire application pages, detect layout issues, and process the most complex and dynamic pages. And the best part? There\u2019s no calibration, training, tweaking or thresholding required. Through years of engineering, we\u2019ve gotten it to work with 99.9999% accuracy. That\u2019s one false positive out of one million screens tested.<\/p>\n<figure id=\"attachment_5744\" aria-describedby=\"caption-attachment-5744\" style=\"width: 843px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-5744\" src=\"https:\/\/app14743.cloudwayssites.com\/wp-content\/uploads\/2019\/06\/image4-1.png\" alt=\"\" width=\"843\" height=\"576\" \/><figcaption id=\"caption-attachment-5744\" class=\"wp-caption-text\">Source: <a href=\"https:\/\/unsplash.com\/photos\/eryEFcspx9k\">@artmatters on Unsplash<\/a>.<\/figcaption><\/figure>\n<p>Using this Visual AI technology our AI-powered visual testing platform, Applitools Eyes, helps increase overall app UI test coverage by 60 percent and <a href=\"https:\/\/go.applitools.com\/State-of-Testing-Report-2019.html?utm_term=&amp;utm_source=web-referral&amp;utm_medium=blog&amp;utm_content=blog&amp;utm_campaign=&amp;utm_subgroup=\">improves the overall visual quality of apps by a factor of three<\/a>. With our<a href=\"https:\/\/app14743.cloudwayssites.com\/visualgrid?utm_term=&amp;utm_source=web-referral&amp;utm_medium=blog&amp;utm_content=blog&amp;utm_campaign=&amp;utm_subgroup=\">\u00a0<\/a><a href=\"https:\/\/app14743.cloudwayssites.com\/visualgrid?utm_term=&amp;utm_source=web-referral&amp;utm_medium=blog&amp;utm_content=blog&amp;utm_campaign=&amp;utm_subgroup=\">Ultrafast Grid<\/a>, you can gain the power our <a href=\"https:\/\/app14743.cloudwayssites.com\/selenium-ide?utm_term=&amp;utm_source=web-referral&amp;utm_medium=blog&amp;utm_content=blog&amp;utm_campaign=&amp;utm_subgroup=\">low-code<\/a>, high availability, and easy-to-use visual testing platform to support your entire digital transform team: product owners, developers, test automation engineers, manual testers, DevOps, and marketing teams. <a href=\"https:\/\/app14743.cloudwayssites.com\/contact?utm_term=cat&amp;utm_source=web-direct&amp;utm_medium=&amp;utm_content=blog&amp;utm_campaign=sd-times-100&amp;utm_subgroup=\">Reach out<\/a>\u00a0or sign up for an Applitools <a href=\"https:\/\/app14743.cloudwayssites.com\/request-demo?utm_term=&amp;utm_source=web-referral&amp;utm_medium=blog&amp;utm_content=blog&amp;utm_campaign=&amp;utm_subgroup=\">demo<\/a>\u00a0today!<\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<p>*Gartner, <em>Innovation Insight for AI-Augmented Development<\/em>; Analyst(s): Mark Driver, Van Baker, Thomas Murphy,\u00a0Published: 31 May 2019<\/p>\n<p>**Smarter with Gartner, <em>4 Steps to Design Microservices for Agile Architecture<\/em>, 7 August 2018, https:\/\/www.gartner.com\/smarterwithgartner\/4-steps-to-design-microservices-for-agile-architecture\/<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In today\u2019s visual economy, customers are increasingly interacting with companies through a screen. For this reason, digital transformations are all about delivering quality at high velocity along with stability. To do this, leading firms of all sizes and verticals are embracing AI as a critical layer in their tech stack.<\/p>\n","protected":false},"author":19,"featured_media":15752,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[10003],"tags":[12689,12968,12688,10192,12686],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.5 (Yoast SEO v24.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Is AI Required for Successful Digital Transformation? - AI-Powered End-to-End Testing | Applitools<\/title>\n<meta name=\"description\" content=\"In today\u2019s visual economy, customers increasingly interact with your company through a screen. 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