{"id":2655,"date":"2025-05-12T15:15:32","date_gmt":"2025-05-12T19:15:32","guid":{"rendered":"https:\/\/blog2wrkdev.wpenginepowered.com\/ai-data-era\/"},"modified":"2026-10-08T08:19:50","modified_gmt":"2026-10-08T12:19:50","slug":"ai-data-era","status":"publish","type":"post","link":"https:\/\/blog2workato.wpengine.com\/ai-data-era\/","title":{"rendered":"How to Prepare Your Data For The AI Era"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Introduction<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI is here to stay. However, many enterprises find that the real challenge isn\u2019t choosing the right model but ensuring that their mission-critical data, systems, and workflows are prepared for sweeping AI adoption. After all, AI doesn\u2019t thrive in restrictive silos or brittle integrations; it requires clean data, seamless automation, and the ability to operate with context. Enter Workato. Not just an integration platform, <a href=\"https:\/\/www.workato.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Workato<\/a> acts as the operational backbone that transforms your business into an AI-capable enterprise.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI Without Integration Is Just Hype<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI tools are everywhere, but they face critical limitations:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The AI revolution is accelerating, with new models and assistants launching almost daily<\/li>\n\n\n\n<li>While many AI tools deliver impressive results in controlled environments, they struggle with real business challenges<\/li>\n\n\n\n<li><strong>The fundamental limitation: AI tools only know what&#8217;s inside their own system<\/strong><\/li>\n\n\n\n<li>Business outcomes that truly matter\u2014improving sales forecasts, resolving customer issues faster, and reducing spend\u2014require data from multiple systems<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">The integration challenge:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Many platforms suggest simply &#8220;bringing the data in,&#8221; but this oversimplifies a complex problem<\/li>\n\n\n\n<li>Copying information between systems without proper orchestration creates serious risks:\n<ul class=\"wp-block-list\">\n<li>Lack of context<\/li>\n\n\n\n<li>Missing security controls<\/li>\n\n\n\n<li>Inadequate governance<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>The real challenge isn&#8217;t just access to data, but context, flow, and trust<\/li>\n\n\n\n<li>Current platforms may move data, but they don&#8217;t effectively move decisions<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>How Workato changes the equation:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>We recognize that modern data isn&#8217;t just rows and columns\u2014it&#8217;s files, logs, prompts, questions, and user behavior<\/li>\n\n\n\n<li>Our focus isn&#8217;t collecting everything, but <strong>activating the right data at the right time<\/strong> across your business stack<\/li>\n\n\n\n<li>Just as employees need timely, relevant information to perform effectively, so does AI<\/li>\n\n\n\n<li>Workato delivers <a href=\"https:\/\/www.workato.com\/platform\/data-orchestration\" target=\"_blank\" rel=\"noreferrer noopener\">orchestration<\/a> that&#8217;s secure, scalable, and context-rich, making AI truly valuable for business<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Key Components of AI-Ready Organizations<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">If you ask most companies if they\u2019re ready for AI, the answer is usually yes. But things get fuzzier if you ask <strong>how. <\/strong>In truth, AI readiness isn\u2019t a single checkbox, and it&#8217;s more of a reflection of how mature your business operations are beneath the surface. More often than not, it&#8217;s about what surrounds your AI, not the AI itself. That\u2019s why we start with operations, not models.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI readiness begins with a hard look at your core systems. Are your SaaS platforms in order? Are they integrated natively, or through other tools? Are in-flight activities (approvals, customer actions, handoffs) being tracked and contextualized in real time? Is your information being unified, enriched, and governed?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">These aren\u2019t IT questions; they\u2019re orchestration questions and are the foundation of AI maturity.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog2workato.wpengine.com\/wp-content\/uploads\/2026\/09\/AD_4nXdIE1o4P2BOCOYRRKw0X484tMKLCkgQS0MvKB4Z8u6Nm7dNCoC5cjVJUDHW61nsjgh3c5nFQqHUwoOytp4AE1vCgcelEYq8m-YnLKKv0yowP2rpUt2Mth5RIwzonSzAeel5ExsEtQkeyJvIzQau4ycEOA_UxAmrM-YIn.png\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Three Pillars of AI-Orchestration Maturity<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><em>Connected Systems<\/em><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Your apps, teams, and tools need to communicate with each other. If your SaaS stack is fragmented, your data also leads to misinformed AI.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><em>Context in Motion<\/em><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Orchestration isn\u2019t just about moving data from A to B. It\u2019s about tracking what\u2019s happening <em>right now<\/em>. Actions. Prompts. Approvals. Threads. Events. AI doesn\u2019t just need data\u2014it needs <strong>context<\/strong>, which only comes from live, event-driven orchestration.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><em>Adaptive Infrastructure<\/em><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">You need a platform that lets you work across <a href=\"https:\/\/www.workato.com\/platform\/api-management\" target=\"_blank\" rel=\"noreferrer noopener\">APIs<\/a>, apps, files, models, and human workflows\u2014all without creating bottlenecks. That means low-code tools that don\u2019t compromise power, automation that respects governance, and AI that works with the grain of your business, not against it.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Workato unifies systems and operations. With the launch of <strong>Workato One<\/strong>, the platform brings APIs, <a href=\"https:\/\/www.workato.com\/agentic\" target=\"_blank\" rel=\"noreferrer noopener\">AI agents<\/a>, automation, human-in-the-loop approvals, <a href=\"https:\/\/www.workato.com\/platform\/security\" target=\"_blank\" rel=\"noreferrer noopener\">governance<\/a>, and extensibility into a single, composable layer. You\u2019re not duct-taping workflows together\u2014you\u2019re designing the infrastructure AI can thrive on.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Unlike older integration models built around static pipelines, Workato is designed for this new era, where what counts as \u201cdata\u201d constantly expands. It\u2019s not just rows and fields anymore. It\u2019s files, logs, messages, triggers, and user behavior. Workato turns all of that into something orchestrated, and that\u2019s what AI needs most.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Why Workato Is The Ideal Partner For The AI Era<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Most companies underestimate what\u2019s possible until they see it in action. With Workato, it\u2019s not just that you can integrate systems. You can build automations across tools, teams, and channels <em>in days<\/em>, and start layering in AI with a single interaction.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The surprise for many? Just how easy it is to go from idea to execution. A workflow that touches five systems, tracks an exception, sends a notification to Teams, and plugs into an AI agent for validation doesn\u2019t take six weeks to build. It takes an afternoon. And suddenly, the \u201cAI initiative\u201d that felt like a moonshot is just another recipe.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That kind of agility comes from <strong>Workato\u2019s full functionality suite<\/strong>: APIs, app connectors, event triggers, human approvals, observability, and now AI agents all in one place. People often don\u2019t realize that you can plug a <a href=\"https:\/\/www.workato.com\/integrations\/open_ai\" target=\"_blank\" rel=\"noreferrer noopener\">GPT-powered assistant<\/a> directly into Teams or Slack and start making smarter decisions today.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The aha moments happen when customers move from \u201cpoint-to-point\u201d thinking to orchestration thinking. It starts simple: \u201cWe just want to get orders from Salesforce into NetSuite.\u201d Then it clicks:<br><br>\u201cWait, we can send exceptions to Teams?\u201d<br>\u201cWe can add a button to re-run the job?\u201d<br>\u201cWe can pass the exception to an agent that audits the order and suggests a fix?\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That\u2019s not just AI readiness. That\u2019s operational reinvention\u2014with Workato as the engine behind it.<br><br><em>What AI Readiness Looks Like In Practice<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Many companies struggle with implementing AI in their business processes. Here&#8217;s a real-world example from our work with companies that illustrates how orchestration becomes the foundation for AI readiness, specifically an <a href=\"https:\/\/www.workato.com\/use_cases\/order_to_cash\" target=\"_blank\" rel=\"noreferrer noopener\">order-to-cash<\/a> flow.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">With Workato, that starts with a recipe. Here&#8217;s how it works:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Orders flow automatically into <a href=\"https:\/\/www.workato.com\/integrations\/netsuite\" target=\"_blank\" rel=\"noreferrer noopener\">NetSuite<\/a> from <a href=\"https:\/\/www.workato.com\/integrations\/salesforce\" target=\"_blank\" rel=\"noreferrer noopener\">Salesforce<\/a><\/li>\n\n\n\n<li>If something fails, the system identifies specific issues:\n<ul class=\"wp-block-list\">\n<li>Missing PO numbers<\/li>\n\n\n\n<li>Pricing mismatches<\/li>\n\n\n\n<li>Duplicate customers<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Exceptions trigger Teams messages to the right owner with complete order context<\/li>\n\n\n\n<li>A &#8220;Reprocess Order&#8221; button enables one-click resolution without console login<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">A Workato-connected agent is added to the flow. It scans the failed record, runs a lightweight audit based on predefined business rules and GPT logic, and returns a probable reason: <em>\u201cCustomer\u2019s account was suspended due to a billing flag.\u201d<\/em> Humans can act or approve a downstream automation to handle it. No handoffs, no tickets, just orchestration.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">What started as a basic integration turns into an intelligent, self-healing process. And none of it required rebuilding systems, hiring AI specialists, or waiting for a quarterly release cycle. That\u2019s what AI readiness looks like: <strong><em>when orchestration is already in place.<\/em><\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Looking Forward to the Scaled AI Era<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">If there\u2019s one takeaway from this, <strong>AI isn\u2019t a magic switch.<\/strong> It doesn\u2019t work in a vacuum and won\u2019t fix foundational gaps in your operations. But with the right orchestration layer, the possibilities expand quickly and meaningfully. That\u2019s where Workato stands apart. It\u2019s not just that it connects systems. It wraps intelligence around your operations. It brings automation, integration, and AI into a single, secure, adaptable layer\u2014accessible to the people closest to the business problem. No massive rebuild. No years-long roadmap. No compromises. With Workato, you can start small, move fast, and scale up confidently. Now\u2019s the time to assess your orchestration readiness. Because AI is coming, and what you\u2019ve built underneath will make all the difference.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Interested to learn more? Sign up for a <a href=\"https:\/\/www.workato.com\/request_demo?&amp;utm_campaign=Partners&amp;utm_source=150\" target=\"_blank\" rel=\"noreferrer noopener\">demo<\/a> today.\u00a0<\/p>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><em><a href=\"https:\/\/www.linkedin.com\/in\/cschwarzschild\/\" target=\"_blank\" rel=\"noreferrer noopener\">Cory Schwarzschild<\/a> is CRO &#8211; Strategic Partnerships and Alliances at&nbsp;<a href=\"https:\/\/www.solomonconsult.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Solomon Consulting<\/a><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduction AI is here to stay. However, many enterprises find that the real challenge isn\u2019t choosing the right model but ensuring that their mission-critical data, systems, and workflows are prepared for sweeping AI adoption. After all, AI doesn\u2019t thrive in restrictive silos or brittle integrations; it requires clean data, seamless automation, and the ability to [&hellip;]<\/p>\n","protected":false},"author":99,"featured_media":16235,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[60],"tags":[],"class_list":["post-2655","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-agents-orchestration"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How to Prepare Your Data For The AI Era - Workato<\/title>\n<meta name=\"description\" content=\"See how Workato acts as the operational backbone that transforms your business into an AI-capable enterprise.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/blog2workato.wpengine.com\/ai-data-era\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to Prepare Your Data For The AI Era - Workato\" \/>\n<meta property=\"og:description\" content=\"See how Workato acts as the operational backbone that transforms your business into an AI-capable enterprise.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/blog2workato.wpengine.com\/ai-data-era\/\" \/>\n<meta property=\"og:site_name\" content=\"Workato\" \/>\n<meta property=\"article:published_time\" content=\"2025-05-12T19:15:32+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-10-08T12:19:50+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/blog2workato.wpengine.com\/wp-content\/uploads\/2026\/10\/get-your-data-ready-for-ai-1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1120\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Cory Schwarzschild\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Cory Schwarzschild\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/blog2workato.wpengine.com\\\/ai-data-era\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/blog2workato.wpengine.com\\\/ai-data-era\\\/\"},\"author\":{\"name\":\"Brad Griffith\",\"@id\":\"https:\\\/\\\/www.workato.com\\\/the-connector\\\/#\\\/schema\\\/person\\\/48d4fbdd705873544c1bf42aecf288d5\"},\"headline\":\"How to Prepare Your Data For The AI Era\",\"datePublished\":\"2025-05-12T19:15:32+00:00\",\"dateModified\":\"2026-10-08T12:19:50+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/blog2workato.wpengine.com\\\/ai-data-era\\\/\"},\"wordCount\":1257,\"image\":{\"@id\":\"https:\\\/\\\/blog2workato.wpengine.com\\\/ai-data-era\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/blog2workato.wpengine.com\\\/wp-content\\\/uploads\\\/2026\\\/10\\\/get-your-data-ready-for-ai-1.png\",\"articleSection\":[\"AI Agents &amp; 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