{"id":24988,"date":"2026-04-07T10:44:17","date_gmt":"2026-04-07T10:44:17","guid":{"rendered":"https:\/\/www.orangemantra.com\/blog\/?p=24988"},"modified":"2026-04-07T10:44:17","modified_gmt":"2026-04-07T10:44:17","slug":"ai-in-digital-transformation","status":"publish","type":"post","link":"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation","title":{"rendered":"AI in Digital Transformation: How It Is Redefining Businesses in 2026\u00a0"},"content":{"rendered":"<p><span data-contrast=\"auto\">There is a particular inflection point that every significant technology goes through. But the moment when it stops being something that innovative companies experiment with and\u00a0starts\u00a0being something that every serious business\u00a0has to\u00a0have a position on. For AI in digital transformation, that moment has passed.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">In 2026, AI is not a competitive differentiator for the businesses that have adopted it. It is a competitive liability for\u00a0the businesses\u00a0that\u00a0have not. The gap between organizations\u00a0operating\u00a0with AI-powered processes, AI-driven customer experiences, and AI-informed decision-making and running on legacy workflows is no longer a gap. It is a gap in operational capability, customer experience quality, and decision-making speed that compounds with every quarter it persists.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">This blog is a practical examination of what AI in digital transformation is for businesses in\u00a02026. What AI digital transformation tools are delivering measurable outcomes? What strategies are working? The importance of AI-driven transformation is most acute across industries, including retail.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_74 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#What_AI_Actually_Means_In_A_Digital_Transformation_Context\" >What AI Actually Means\u00a0In\u00a0A\u00a0Digital Transformation Context?\u00a0<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#How_AI_Is_Redefining_Core_Business_Functions_In_2026\" >How AI Is Redefining Core Business Functions In 2026?\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#Operational_Efficiency\" >Operational Efficiency\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#Customer_Experience\" >Customer Experience\u00a0\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#Data_Analytics\" >Data Analytics\u00a0<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#AI_Digital_Transformation_In_Retail_Where_The_Stakes_Are_Highest\" >AI Digital Transformation\u00a0In\u00a0Retail: Where\u00a0The\u00a0Stakes Are Highest?\u00a0<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#AI-Powered_Retail_Software_Development\" >AI-Powered Retail Software Development\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#Customer_Loyalty_Through_AI-Personalized_Retail_Experiences\" >Customer Loyalty Through AI-Personalized Retail Experiences\u00a0<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#Top_AI_Digital_Transformation_Strategies_That_Actually_Work\" >Top\u00a0AI Digital Transformation Strategies That Actually Work\u00a0<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#Start_With_Objectives\" >Start With Objectives\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#Data_Readiness_Is_Non-Negotiable\" >Data Readiness Is Non-Negotiable\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#Build_Incrementally_and_Validate_at_Every_Stage\" >Build Incrementally and Validate at Every Stage\u00a0<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#Conclusion\" >Conclusion\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#FAQs\" >FAQs\u00a0<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#How_does_AI_accelerate_digital_transformation_for_businesses\" >How does AI accelerate digital transformation for businesses?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#What_are_the_most_impactful_use_cases_of_AI_in_digital_transformation_initiatives\" >What are the most impactful use cases of AI in digital transformation initiatives?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#What_ROI_can_businesses_expect_from_integrating_AI_into_their_digital_transformation_strategy\" >What ROI can businesses expect from integrating AI into their digital transformation strategy?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#What_challenges_do_organizations_face_when_adopting_AI_for_digital_transformation\" >What challenges do organizations face when adopting AI for digital transformation?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#How_should_businesses_approach_AI_adoption_within_their_digital_transformation_roadmap\" >How should businesses approach AI adoption within their digital transformation roadmap?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 aria-level=\"2\"><span class=\"ez-toc-section\" id=\"What_AI_Actually_Means_In_A_Digital_Transformation_Context\"><\/span><b><span data-contrast=\"auto\">What AI Actually Means\u00a0In\u00a0A\u00a0Digital Transformation Context?<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:40,&quot;335559739&quot;:0,&quot;335559740&quot;:257}\">\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span data-contrast=\"auto\">Digital transformation has been a business priority for long enough that the term has accumulated significant ambiguity. For some organizations, it means moving infrastructure to the cloud. For others, it means building a mobile app. For others, it still means replacing legacy systems with modern equivalents. These are all legitimate components of a broader transformation program. But none of them, individually or collectively, constitute AI-driven digital transformation.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">AI is the central pillar of the 2025-2026\u00a0<\/span><a href=\"https:\/\/www.mckinsey.com\/capabilities\/quantumblack\/our-insights\/the-state-of-ai\" rel=\"nofollow\"><span data-contrast=\"auto\">digital transformation<\/span><\/a><span data-contrast=\"auto\">, with 88% of organizations already using AI in at least one business function.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">The fundamental distinction that matters is between automation having systems understand context, adapt their behavior, and create their own instructions. Traditional digital transformation delivered\u00a0the first. AI-driven digital transformation delivers the second, and the commercial implications are qualitatively different.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">An automated process does the same thing faster. An AI-powered process does a better thing and improves its own performance over time. An automated customer service system routes queries to the right department. An AI-powered customer service system understands what users are trying to\u00a0accomplish, generates\u00a0an appropriate response, and\u00a0learns from\u00a0the interaction to serve the next customer better.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h3 aria-level=\"2\"><span class=\"ez-toc-section\" id=\"How_AI_Is_Redefining_Core_Business_Functions_In_2026\"><\/span><b><span data-contrast=\"auto\">How AI Is Redefining Core Business Functions In 2026?<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:40,&quot;335559739&quot;:0,&quot;335559740&quot;:257}\">\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span data-contrast=\"auto\">Here is how AI redefines the core business operations.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Operational_Efficiency\"><\/span><b><span data-contrast=\"auto\">Operational Efficiency<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span data-contrast=\"auto\">The most immediate and\u00a0broadly applicable\u00a0AI transformation impact\u00a0is in\u00a0operational efficiency. AI simplifies the challenge of operational optimization by automating repetitive processes with precision and consistency.\u00a0And by\u00a0adapting its own behavior as conditions change, in ways that static automation cannot.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">For businesses with high-volume transactional operations. Such as financial services, retailers, and manufacturers&#8217; production schedules. AI-driven operational automation reduces cost, reduces error rates, and improves throughput. It creates an operational framework that responds to changing conditions rather than requiring human intervention to follow the expected pattern.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Customer_Experience\"><\/span><b><span data-contrast=\"auto\">Customer Experience\u00a0<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span data-contrast=\"auto\">AI digital transformation tools\u00a0are having\u00a0their\u00a0most visible impact on customer experience. It is specifically in the shift from mass customization to genuine individual personalization at scale. AI systems analyze behavioral data, purchase history, interaction patterns, and real-time contextual signals to create integrated experiences.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">This matters because the relationship between personalization quality and customer retention is well-documented. Customers who receive genuinely relevant recommendations, contextual communications, and responsive services. <a href=\"https:\/\/www.orangemantra.com\/services\/artificial-intelligence\/\">AI services<\/a> make this level of personalization operationally possible at the scale that digital businesses operate. It is something that human-led personalization could never deliver cost-effectively.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Data_Analytics\"><\/span><b><span data-contrast=\"auto\">Data Analytics<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span data-contrast=\"auto\">One of the most transformative shifts AI enables in digital transformation is the move from descriptive analytics. Traditional business intelligence tools give leaders a rearview mirror. AI-powered analytics gives them a forward-looking dashboard and\u00a0surfaces\u00a0patterns in customer behavior.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">For business leaders making strategic decisions about market entry, product investment, and resource allocation. Acting on predictive signals about next quarter&#8217;s conditions is a meaningful competitive advantage. It is fast-moving markets where the window for strategic response is measured in weeks.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h2 aria-level=\"2\"><span class=\"ez-toc-section\" id=\"AI_Digital_Transformation_In_Retail_Where_The_Stakes_Are_Highest\"><\/span><b><span data-contrast=\"auto\">AI Digital Transformation\u00a0In\u00a0Retail: Where\u00a0The\u00a0Stakes Are Highest?<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:40,&quot;335559739&quot;:0,&quot;335559740&quot;:257}\">\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span data-contrast=\"auto\">Here is how AI empowers digital transformation in the retail industry.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"AI-Powered_Retail_Software_Development\"><\/span><b><span data-contrast=\"auto\">AI-Powered Retail Software Development<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span data-contrast=\"auto\">The transformation of retail operations through AI begins at the software layer. AI-powered retail software development is building capabilities that were not commercially\u00a0viable. The personalized product discovery\u00a0engines that\u00a0analyze individual browsing and purchase behavior to surface relevant products. Based on demand signals and competitive positioning, inventory forecasting\u00a0models that\u00a0reduce both overstock costs and stockout incidents.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">For retailers with physical store networks, AI-powered computer vision is transforming store operations. It enables automated inventory tracking, queue management, theft prevention, and planogram compliance monitoring. For retailers\u00a0operating\u00a0primarily online, AI-powered search and recommendation systems are directly\u00a0impacting\u00a0the\u00a0conversion\u00a0metrics with commercial performance.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Customer_Loyalty_Through_AI-Personalized_Retail_Experiences\"><\/span><b><span data-contrast=\"auto\">Customer Loyalty Through AI-Personalized Retail Experiences<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span data-contrast=\"auto\">The customer experience applications of AI in retail extend beyond the transaction itself. AI-powered loyalty programs that analyze individual customer behavior to deliver genuinely relevant rewards. AI-driven email and push notification campaigns that send the right message at the right moment. Based on behavioral triggers rather than time-based\u00a0schedules, and\u00a0AI-powered customer service tools that resolve common queries. Even while escalating complex issues with full contextual history to human agents. These are the capabilities that convert transactional retail customers into loyal brand relationships.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">For retail businesses, evaluating their digital transformation priorities is justified by commercial return. The evidence on that is unambiguous. The question is which <a href=\"https:\/\/www.orangemantra.com\/ai-for-industries\/retail\/\">AI retail software development<\/a> investments to prioritize first. And how to sequence implementation to maximize commercial impact to build the data infrastructure that apps\u00a0require.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h2 aria-level=\"2\"><span class=\"ez-toc-section\" id=\"Top_AI_Digital_Transformation_Strategies_That_Actually_Work\"><\/span><b><span data-contrast=\"auto\">Top\u00a0AI Digital Transformation Strategies That Actually Work<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:40,&quot;335559739&quot;:0,&quot;335559740&quot;:257}\">\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span data-contrast=\"auto\">Let&#8217;s\u00a0look at the AI in digital transformation strategies that work well.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Start_With_Objectives\"><\/span><b><span data-contrast=\"auto\">Start With Objectives<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span data-contrast=\"auto\">The single most consistent predictor of AI transformation success is clarity and specificity. Organizations that define AI initiatives around technology capabilities:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<blockquote><p><span data-contrast=\"auto\">&#8220;We want to implement machine learning,&#8221; or &#8220;we want to deploy a <a href=\"https:\/\/www.orangemantra.com\/services\/generative-ai-development\/\">generative AI tool<\/a>.&#8221;<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p><\/blockquote>\n<p><span data-contrast=\"auto\">It consistently\u00a0underperforms against\u00a0organizations that define initiatives around commercial outcomes. Technology selection, model architecture, and implementation approach all follow naturally from a well-defined business\u00a0objective. Without any\u00a0objective, they become ends in themselves, and AI initiatives that lack clear commercial\u00a0objectives\u00a0almost universally\u00a0struggle to\u00a0demonstrate\u00a0ROI.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Data_Readiness_Is_Non-Negotiable\"><\/span><b><span data-contrast=\"auto\">Data Readiness Is Non-Negotiable<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span data-contrast=\"auto\">AI systems are only as capable as the data they operate on. An <a href=\"https:\/\/www.orangemantra.com\/services\/digital-transformation\/\">AI digital transformation company<\/a> strategy that doesn&#8217;t include a parallel investment in data infrastructure. Such as data quality, data governance, and data accessibility across organizational silos. It will consistently underperform against its potential. This is not a technology constraint that better AI tools will eventually overcome. It is a foundational requirement that must be addressed deliberately before or alongside AI implementation.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Build_Incrementally_and_Validate_at_Every_Stage\"><\/span><b><span data-contrast=\"auto\">Build Incrementally and Validate at Every Stage<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span data-contrast=\"auto\">The AI transformation\u00a0programs that\u00a0deliver the most consistent commercial value in the shortest time. They are the ones that sequence implementation intelligently, that offer quick commercial validation. You can build the organizational capability to manage AI systems and use early successes to fund\u00a0subsequent\u00a0phases. This incremental approach also builds the change management foundation that enterprise-scale AI transformation needs. It is consistently underestimated by organizations that have successfully navigated technology change. But underestimate the organizational change that AI-driven transformation demands.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h2 aria-level=\"2\"><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span><b><span data-contrast=\"auto\">Conclusion<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:40,&quot;335559739&quot;:0,&quot;335559740&quot;:257}\">\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span data-contrast=\"auto\">AI in digital transformation is not a future strategic priority.\u00a0The businesses that are winning in 2026 are retail, manufacturing, fintech, and healthcare. These are the ones that have moved beyond AI awareness into AI-powered operations.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">It makes\u00a0viable\u00a0things that were previously too expensive, too slow, or too complex to\u00a0operate\u00a0at scale. The use cases are proven. The commercial returns are documented. What separates the businesses that capture those returns from those that miss them is not access to AI capability. It is the strategic discipline with clear\u00a0objectives, data infrastructure, and an implementation partner.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"FAQs\"><\/span><b><span data-contrast=\"auto\">FAQs<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li>\n<h3><span class=\"ez-toc-section\" id=\"How_does_AI_accelerate_digital_transformation_for_businesses\"><\/span><b><span data-contrast=\"auto\"> How does AI accelerate digital transformation for businesses?<\/span><\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span data-contrast=\"auto\">AI speeds up digital transformation by automating repetitive processes, enabling data-driven decision-making, and uncovering actionable insights in real time. It helps organizations move from manual, reactive operations to intelligent, proactive systems that improve efficiency and innovation.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<ol start=\"2\">\n<li>\n<h3><span class=\"ez-toc-section\" id=\"What_are_the_most_impactful_use_cases_of_AI_in_digital_transformation_initiatives\"><\/span><b><span data-contrast=\"auto\"> What are the most impactful use cases of AI in digital transformation initiatives?<\/span><\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span data-contrast=\"auto\">Key use cases include intelligent process automation, predictive analytics, personalized customer experiences, AI-powered chatbots, and supply chain optimization. These applications help businesses streamline operations, enhance customer engagement, and unlock new revenue opportunities.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<ol start=\"3\">\n<li>\n<h3><span class=\"ez-toc-section\" id=\"What_ROI_can_businesses_expect_from_integrating_AI_into_their_digital_transformation_strategy\"><\/span><b><span data-contrast=\"auto\"> What ROI can businesses expect from integrating AI into their digital transformation strategy?<\/span><\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span data-contrast=\"auto\">AI delivers ROI through cost reduction, productivity gains, improved customer retention, and faster decision-making. While returns vary by industry, organizations that successfully implement AI often see measurable improvements in operational efficiency and revenue growth within the first year.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<ol start=\"4\">\n<li>\n<h3><span class=\"ez-toc-section\" id=\"What_challenges_do_organizations_face_when_adopting_AI_for_digital_transformation\"><\/span><b><span data-contrast=\"auto\"> What challenges do organizations face when adopting AI for digital transformation?<\/span><\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span data-contrast=\"auto\">Common challenges\u00a0include data silos, lack of AI\u00a0expertise, integration with legacy systems, and concerns around data privacy and governance. Overcoming these\u00a0requires\u00a0a clear strategy, strong leadership alignment, and investment in the right technology and talent.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\n<ol start=\"5\">\n<li>\n<h3><span class=\"ez-toc-section\" id=\"How_should_businesses_approach_AI_adoption_within_their_digital_transformation_roadmap\"><\/span><b><span data-contrast=\"auto\"> How should businesses approach AI adoption within their digital transformation roadmap?<\/span><\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span data-contrast=\"auto\">Businesses should start with clearly defined goals and high-impact use cases, followed by pilot projects to\u00a0validate\u00a0outcomes. Building scalable architecture, ensuring data readiness, and continuously\u00a0optimizing\u00a0AI models are key to long-term success in digital transformation initiatives.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>There is a particular inflection point that every significant technology goes through. But the moment when it stops being something that innovative companies experiment with and\u00a0starts\u00a0being something that every serious business\u00a0has to\u00a0have a position on. For AI in digital transformation, that moment has passed.\u00a0 In 2026, AI is not a competitive differentiator for the businesses [&hellip;]<\/p>\n","protected":false},"author":23,"featured_media":24989,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-24988","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.6 (Yoast SEO v22.8) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI in Digital Transformation (2026) | Strategy, Use Cases<\/title>\n<meta name=\"description\" content=\"Explore how AI is transforming digital operations in 2026. Learn proven strategies, retail use cases, and how businesses drive ROI with AI-powered transformation.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI in Digital Transformation (2026) | Strategy, Use Cases\" \/>\n<meta property=\"og:description\" content=\"Explore how AI is transforming digital operations in 2026. Learn proven strategies, retail use cases, and how businesses drive ROI with AI-powered transformation.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/OrangeMantraIndia\" \/>\n<meta property=\"article:published_time\" content=\"2026-04-07T10:44:17+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.orangemantra.com\/blog\/wp-content\/uploads\/2026\/04\/AI-in-Digital-Transformation-.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"600\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Shubham\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@OrangeMantraggn\" \/>\n<meta name=\"twitter:site\" content=\"@OrangeMantraggn\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Shubham\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"7 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/\"},\"author\":{\"name\":\"Shubham\",\"@id\":\"https:\/\/www.orangemantra.com\/blog\/#\/schema\/person\/ad4313ae5927f7b24d3910087ed4e15c\"},\"headline\":\"AI in Digital Transformation: How It Is Redefining Businesses in 2026\u00a0\",\"datePublished\":\"2026-04-07T10:44:17+00:00\",\"dateModified\":\"2026-04-07T10:44:17+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/\"},\"wordCount\":1528,\"publisher\":{\"@id\":\"https:\/\/www.orangemantra.com\/blog\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.orangemantra.com\/blog\/wp-content\/uploads\/2026\/04\/AI-in-Digital-Transformation-.png\",\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/\",\"url\":\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/\",\"name\":\"AI in Digital Transformation (2026) | Strategy, Use Cases\",\"isPartOf\":{\"@id\":\"https:\/\/www.orangemantra.com\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.orangemantra.com\/blog\/wp-content\/uploads\/2026\/04\/AI-in-Digital-Transformation-.png\",\"datePublished\":\"2026-04-07T10:44:17+00:00\",\"dateModified\":\"2026-04-07T10:44:17+00:00\",\"description\":\"Explore how AI is transforming digital operations in 2026. Learn proven strategies, retail use cases, and how businesses drive ROI with AI-powered transformation.\",\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#primaryimage\",\"url\":\"https:\/\/www.orangemantra.com\/blog\/wp-content\/uploads\/2026\/04\/AI-in-Digital-Transformation-.png\",\"contentUrl\":\"https:\/\/www.orangemantra.com\/blog\/wp-content\/uploads\/2026\/04\/AI-in-Digital-Transformation-.png\",\"width\":1200,\"height\":600,\"caption\":\"AI in Digital Transformation\"},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.orangemantra.com\/blog\/#website\",\"url\":\"https:\/\/www.orangemantra.com\/blog\/\",\"name\":\"OrangeMantra\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/www.orangemantra.com\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.orangemantra.com\/blog\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.orangemantra.com\/blog\/#organization\",\"name\":\"OrangeMantra\",\"url\":\"https:\/\/www.orangemantra.com\/blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.orangemantra.com\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.orangemantra.com\/blog\/wp-content\/uploads\/2023\/12\/orangemantra.png\",\"contentUrl\":\"https:\/\/www.orangemantra.com\/blog\/wp-content\/uploads\/2023\/12\/orangemantra.png\",\"width\":239,\"height\":239,\"caption\":\"OrangeMantra\"},\"image\":{\"@id\":\"https:\/\/www.orangemantra.com\/blog\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/OrangeMantraIndia\",\"https:\/\/x.com\/OrangeMantraggn\",\"https:\/\/www.linkedin.com\/company\/orange-mantra\",\"https:\/\/www.pinterest.com\/orangemantra\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.orangemantra.com\/blog\/#\/schema\/person\/ad4313ae5927f7b24d3910087ed4e15c\",\"name\":\"Shubham\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.orangemantra.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/f0a7529f228cdd203be2b12756ae03ae93302c5ac76263ad917a04d52809697a?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/f0a7529f228cdd203be2b12756ae03ae93302c5ac76263ad917a04d52809697a?s=96&d=mm&r=g\",\"caption\":\"Shubham\"},\"sameAs\":[\"https:\/\/www.orangemantra.com\/blog\/\"],\"url\":\"https:\/\/www.orangemantra.com\/blog\/author\/shubham\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"AI in Digital Transformation (2026) | Strategy, Use Cases","description":"Explore how AI is transforming digital operations in 2026. Learn proven strategies, retail use cases, and how businesses drive ROI with AI-powered transformation.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/","og_locale":"en_US","og_type":"article","og_title":"AI in Digital Transformation (2026) | Strategy, Use Cases","og_description":"Explore how AI is transforming digital operations in 2026. Learn proven strategies, retail use cases, and how businesses drive ROI with AI-powered transformation.","og_url":"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/","article_publisher":"https:\/\/www.facebook.com\/OrangeMantraIndia","article_published_time":"2026-04-07T10:44:17+00:00","og_image":[{"width":1200,"height":600,"url":"https:\/\/www.orangemantra.com\/blog\/wp-content\/uploads\/2026\/04\/AI-in-Digital-Transformation-.png","type":"image\/png"}],"author":"Shubham","twitter_card":"summary_large_image","twitter_creator":"@OrangeMantraggn","twitter_site":"@OrangeMantraggn","twitter_misc":{"Written by":"Shubham","Est. reading time":"7 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#article","isPartOf":{"@id":"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/"},"author":{"name":"Shubham","@id":"https:\/\/www.orangemantra.com\/blog\/#\/schema\/person\/ad4313ae5927f7b24d3910087ed4e15c"},"headline":"AI in Digital Transformation: How It Is Redefining Businesses in 2026\u00a0","datePublished":"2026-04-07T10:44:17+00:00","dateModified":"2026-04-07T10:44:17+00:00","mainEntityOfPage":{"@id":"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/"},"wordCount":1528,"publisher":{"@id":"https:\/\/www.orangemantra.com\/blog\/#organization"},"image":{"@id":"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#primaryimage"},"thumbnailUrl":"https:\/\/www.orangemantra.com\/blog\/wp-content\/uploads\/2026\/04\/AI-in-Digital-Transformation-.png","inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/","url":"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/","name":"AI in Digital Transformation (2026) | Strategy, Use Cases","isPartOf":{"@id":"https:\/\/www.orangemantra.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#primaryimage"},"image":{"@id":"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#primaryimage"},"thumbnailUrl":"https:\/\/www.orangemantra.com\/blog\/wp-content\/uploads\/2026\/04\/AI-in-Digital-Transformation-.png","datePublished":"2026-04-07T10:44:17+00:00","dateModified":"2026-04-07T10:44:17+00:00","description":"Explore how AI is transforming digital operations in 2026. Learn proven strategies, retail use cases, and how businesses drive ROI with AI-powered transformation.","inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.orangemantra.com\/blog\/ai-in-digital-transformation\/#primaryimage","url":"https:\/\/www.orangemantra.com\/blog\/wp-content\/uploads\/2026\/04\/AI-in-Digital-Transformation-.png","contentUrl":"https:\/\/www.orangemantra.com\/blog\/wp-content\/uploads\/2026\/04\/AI-in-Digital-Transformation-.png","width":1200,"height":600,"caption":"AI in Digital Transformation"},{"@type":"WebSite","@id":"https:\/\/www.orangemantra.com\/blog\/#website","url":"https:\/\/www.orangemantra.com\/blog\/","name":"OrangeMantra","description":"","publisher":{"@id":"https:\/\/www.orangemantra.com\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.orangemantra.com\/blog\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.orangemantra.com\/blog\/#organization","name":"OrangeMantra","url":"https:\/\/www.orangemantra.com\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.orangemantra.com\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/www.orangemantra.com\/blog\/wp-content\/uploads\/2023\/12\/orangemantra.png","contentUrl":"https:\/\/www.orangemantra.com\/blog\/wp-content\/uploads\/2023\/12\/orangemantra.png","width":239,"height":239,"caption":"OrangeMantra"},"image":{"@id":"https:\/\/www.orangemantra.com\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/OrangeMantraIndia","https:\/\/x.com\/OrangeMantraggn","https:\/\/www.linkedin.com\/company\/orange-mantra","https:\/\/www.pinterest.com\/orangemantra"]},{"@type":"Person","@id":"https:\/\/www.orangemantra.com\/blog\/#\/schema\/person\/ad4313ae5927f7b24d3910087ed4e15c","name":"Shubham","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.orangemantra.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/f0a7529f228cdd203be2b12756ae03ae93302c5ac76263ad917a04d52809697a?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/f0a7529f228cdd203be2b12756ae03ae93302c5ac76263ad917a04d52809697a?s=96&d=mm&r=g","caption":"Shubham"},"sameAs":["https:\/\/www.orangemantra.com\/blog\/"],"url":"https:\/\/www.orangemantra.com\/blog\/author\/shubham\/"}]}},"_links":{"self":[{"href":"https:\/\/www.orangemantra.com\/blog\/wp-json\/wp\/v2\/posts\/24988","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.orangemantra.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.orangemantra.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.orangemantra.com\/blog\/wp-json\/wp\/v2\/users\/23"}],"replies":[{"embeddable":true,"href":"https:\/\/www.orangemantra.com\/blog\/wp-json\/wp\/v2\/comments?post=24988"}],"version-history":[{"count":1,"href":"https:\/\/www.orangemantra.com\/blog\/wp-json\/wp\/v2\/posts\/24988\/revisions"}],"predecessor-version":[{"id":24990,"href":"https:\/\/www.orangemantra.com\/blog\/wp-json\/wp\/v2\/posts\/24988\/revisions\/24990"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.orangemantra.com\/blog\/wp-json\/wp\/v2\/media\/24989"}],"wp:attachment":[{"href":"https:\/\/www.orangemantra.com\/blog\/wp-json\/wp\/v2\/media?parent=24988"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.orangemantra.com\/blog\/wp-json\/wp\/v2\/categories?post=24988"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.orangemantra.com\/blog\/wp-json\/wp\/v2\/tags?post=24988"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}