{"id":15432,"date":"2026-02-03T09:15:37","date_gmt":"2026-02-03T15:15:37","guid":{"rendered":"https:\/\/www.mrc-productivity.com\/blog\/?p=15432"},"modified":"2026-02-03T09:15:37","modified_gmt":"2026-02-03T15:15:37","slug":"how-to-build-ai-workflows-over-your-data","status":"publish","type":"post","link":"https:\/\/www.mrc-productivity.com\/blog\/2026\/02\/how-to-build-ai-workflows-over-your-data\/","title":{"rendered":"How to Build AI Workflows Over Your Data"},"content":{"rendered":"\n<!-- Structured Data for \"AI Workflow\" Blog Post -->\n<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"BlogPosting\",\n  \"headline\": \"How to Build AI Workflows Over Your Data\",\n  \"description\": \"Learn what AI workflows are, how they work over your existing business data, and see how to build one from start to finish.\",\n  \"author\": {\n    \"@type\": \"Person\",\n    \"name\": \"Sal Stangarone\"\n  },\n  \"datePublished\": \"2026-01-28\",\n  \"dateModified\": \"2026-01-28\",\n  \"image\": \"https:\/\/d4ey5ve3eb27c.cloudfront.net\/img\/blog\/AIWorkflow1.png\",\n  \"publisher\": {\n    \"@type\": \"Organization\",\n    \"name\": \"mrc\",\n    \"logo\": {\n      \"@type\": \"ImageObject\",\n      \"url\": \"https:\/\/d4ey5ve3eb27c.cloudfront.net\/img\/mrc-logo-dark.png\"\n    }\n  },\n  \"mainEntityOfPage\": {\n    \"@type\": \"WebPage\",\n    \"@id\": \"https:\/\/www.mrc-productivity.com\/blog\/2026\/01\/how-to-build-ai-workflows-over-your-data\/\"\n  }\n}\n<\/script>\n\n<!-- Breadcrumb Schema -->\n<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"BreadcrumbList\",\n  \"itemListElement\": [\n    {\n      \"@type\": \"ListItem\",\n      \"position\": 1,\n      \"name\": \"Home\",\n      \"item\": \"https:\/\/www.mrc-productivity.com\/\"\n    },\n    {\n      \"@type\": \"ListItem\",\n      \"position\": 2,\n      \"name\": \"Blog\",\n      \"item\": \"https:\/\/www.mrc-productivity.com\/blog\/\"\n    },\n    {\n      \"@type\": \"ListItem\",\n      \"position\": 3,\n      \"name\": \"How to Build AI Workflows Over Your Data\",\n      \"item\": \"https:\/\/www.mrc-productivity.com\/blog\/2026\/01\/how-to-build-ai-workflows-over-your-data\/\"\n    }\n  ]\n}\n<\/script>\n\n<!-- FAQ Schema -->\n<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": [\n    {\n      \"@type\": \"Question\",\n      \"name\": \"What is an AI workflow?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"An AI workflow is a business process that includes AI at one or more steps. The AI analyzes data, makes decisions, or triggers actions as part of the larger process.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"What is a data-driven AI workflow?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"A data-driven AI workflow runs over your existing business data. The AI reads from your systems and reacts to what it finds. The workflow writes results back to your systems.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"How is AI changing workflow automation?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"Traditional automation follows pre-defined rules. AI brings intelligence to workflows by interpreting text, detecting tone, classifying content, making judgment calls, and providing suggestions based on policies.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"What types of workflows are good candidates for AI?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"Workflows involving analysis, content generation, interpretation, and decision making. Examples include support ticket routing, document classification, lead scoring, invoice processing, and anomaly detection.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"How can I create an AI workflow over my data?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"You need a platform that works over your data and lets you design workflows visually. With m-Power, you connect to your existing data, create AI Assistants and Agents over select parts of your data, and add them to your workflows.\"\n      }\n    }\n  ]\n}\n<\/script>\n\n<!-- Video Schema -->\n<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"VideoObject\",\n  \"name\": \"How to Create AI-Driven Workflows Over Your Data\",\n  \"description\": \"Watch how to build AI workflows that work over your existing business data using m-Power's Workflow Designer.\",\n  \"thumbnailUrl\": \"https:\/\/i.ytimg.com\/vi\/Drsu2XcKNWQ\/maxresdefault.jpg\",\n  \"uploadDate\": \"2026-01-28T00:00:00-06:00\",\n  \"contentUrl\": \"https:\/\/www.youtube.com\/watch?v=Drsu2XcKNWQ\",\n  \"embedUrl\": \"https:\/\/www.youtube-nocookie.com\/embed\/Drsu2XcKNWQ\",\n  \"publisher\": {\n    \"@type\": \"Organization\",\n    \"name\": \"mrc\",\n    \"logo\": {\n      \"@type\": \"ImageObject\",\n      \"url\": \"https:\/\/d4ey5ve3eb27c.cloudfront.net\/img\/mrc-logo-dark.png\"\n    }\n  }\n}\n<\/script>\n\n\n\n<iframe loading=\"lazy\" width=\"750\" height=\"422\" src=\"https:\/\/www.youtube-nocookie.com\/embed\/Drsu2XcKNWQ\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen=\"\"><\/iframe>\n\n\n\n<p>Some things don&#8217;t really &#8220;click&#8221; until you see them in action. You hear people talking about some new technology, trend, or tool. But you don&#8217;t really &#8220;get it&#8221; until you see it.<\/p>\n\n\n\n<p>That&#8217;s how data-driven AI workflows were for me.<\/p>\n\n\n\n<p>I&#8217;d heard the AI hype. Then I saw an AI assistant working over live business data. My wheels started spinning. It opened up so many possibilities.&nbsp;<\/p>\n\n\n\n<p>Then I saw that AI assistant added to a workflow. Data was passed to the assistant, which then made a decision\u2026and led to another workflow step, which could then lead to another assistant and so on.<\/p>\n\n\n\n<p>That\u2019s when it really clicked. You can do anything with this.<\/p>\n\n\n\n<p>In this article, I&#8217;ll explain more about AI workflows and why they&#8217;re so important to businesses. What are they? How do they work? Why should you care?<\/p>\n\n\n\n<p>Also, we\u2019ve included a video that walks through the whole process of creating an AI workflow from start to finish. After all, some things don\u2019t really \u201cclick\u201d until you see them in action.<\/p>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\"><strong>What is an AI workflow?<\/strong><\/h2>\n\n\n\n<p>An AI workflow is a business process that includes AI at one or more steps. The AI analyzes data, makes decisions, or triggers actions as part of the larger process.<\/p>\n\n\n\n<p>This doesn\u2019t mean that every step in the workflow is AI. For instance, a workflow might start with a form submission. Before that data gets written to the database, it might get routed through an AI classification step and get routed to a human depending on the result. The rest of the workflow stays traditional.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/d4ey5ve3eb27c.cloudfront.net\/img\/blog\/AIWorkflow1.png\"><img decoding=\"async\" src=\"https:\/\/d4ey5ve3eb27c.cloudfront.net\/img\/blog\/AIWorkflow1.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>What is a data-driven AI workflow?<\/strong><\/h2>\n\n\n\n<p>A data-driven AI workflow runs over your existing business data. The AI reads from your systems and reacts to what it finds. The workflow writes results back to your systems.<\/p>\n\n\n\n<p>Nothing lives on a separate platform. The AI works directly over the data you already have.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>How is AI changing workflow automation?<\/strong><\/h2>\n\n\n\n<p>Traditional automation follows pre-defined rules. If a condition is met, the workflow performs an action.&nbsp;<\/p>\n\n\n\n<p>AI brings a level of \u201cintelligence\u201d to this process. It goes beyond traditional \u201cIf\/Then\u201d rules and brings an \u201cabstract decision-making\u201d element to workflows. It can interpret text, detect tone, classify content, make judgement calls, draft emails, and provide suggestions based on policies.<\/p>\n\n\n\n<p>For instance, a traditional workflow process might receive a support ticket, email a confirmation to the customer, and route it to the support team. Then, someone on the support team classifies it and routes it to the appropriate person.<\/p>\n\n\n\n<p>On the other hand, an AI-driven workflow process might receive a support ticket, email a confirmation to the customer, analyze it, categorize it by urgency and topic, and then route it to the appropriate person. It could even assign an urgency level based on the ticket.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img decoding=\"async\" src=\"https:\/\/d4ey5ve3eb27c.cloudfront.net\/img\/blog\/AIWorkflow3.png\" alt=\"\"\/><figcaption class=\"wp-element-caption\"><em><strong>Differences between traditional and AI workflows<\/strong><\/em><\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>How does AI improve a business workflow?<\/strong><\/h2>\n\n\n\n<p>AI lets workflows handle steps that used to require a human. It understands data inputs and can output intelligent responses.<\/p>\n\n\n\n<p>Even better, you can include many different purpose-driven AI Assistants and Agents in the same workflow. Maybe one assistant understands customer order data. Another has access to a technical product knowledge base. It\u2019s like injecting different experts into the right places within your workflow.<\/p>\n\n\n\n<p>The big advantage here is the fact that AI outputs can then be used as inputs for subsequent workflow steps. The AI response isn\u2019t the end of the workflow.<\/p>\n\n\n\n<p>Here\u2019s an example: Suppose you have an AI chatbot for your employees that handles HR tasks and expense reporting. When an employee submits an expense report, it calls the expense report workflow. An AI workflow assistant reads the receipts and checks them against company policies. Flagged items get sent to a manager, while clean reports get auto-approved.&nbsp;<\/p>\n\n\n\n<p>Now, suppose that the employee also had questions about their remaining vacation time. The chatbot would then call the vacation assistant that can look up vacation days for that specific employee. If the employee requests vacation days, it would then check the calendar for conflicts. If all looks good, it gets sent to their manager for approval.&nbsp;<\/p>\n\n\n\n<p>This is just one example, but it highlights a couple of key ways that AI can improve a workflow. It eliminates many manual tasks and can include all types of purpose-driven assistants.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>What types of workflows are good candidates for AI?<\/strong><\/h2>\n\n\n\n<p>Workflows ideas for AI often involve analysis, content generation, interpretation, and decision making. Here are a few examples:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Support ticket routing&nbsp;<\/li>\n\n\n\n<li>Document classification&nbsp;<\/li>\n\n\n\n<li>Lead scoring&nbsp;<\/li>\n\n\n\n<li>Exception flagging&nbsp;<\/li>\n\n\n\n<li>Content review&nbsp;<\/li>\n\n\n\n<li>Approval recommendations<\/li>\n\n\n\n<li>Analyzing customer feedback<\/li>\n\n\n\n<li>Invoice processing<\/li>\n\n\n\n<li>Anomaly detection in logs or data<\/li>\n\n\n\n<li>Extracting data from PDFs or images<\/li>\n\n\n\n<li>Summarizing data<\/li>\n<\/ul>\n\n\n\n<p>This obviously isn\u2019t a comprehensive list. Here\u2019s a good rule of thumb: If the decision follows a rigid rule, traditional automation usually works fine. If it requires understanding or interpretation, AI can help.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>How can I create an AI workflow over my data?<\/strong><\/h2>\n\n\n\n<p>The simplest method: You need a platform that works over your data and lets you design workflows visually. There are a lot of them out there, and they\u2019re all different.&nbsp;<\/p>\n\n\n\n<p>While I can\u2019t speak to the inner workings of each tool, here\u2019s how we do it with m-Power:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>m-Power works over your existing data, either on-premise or in the cloud.&nbsp;<\/li>\n\n\n\n<li>Using m-Power, you can create AI Assistants and Agents over select parts of your data. You control which data the Assistant\/Agent can access.&nbsp;<\/li>\n\n\n\n<li>You add specific Assistants\/Agents to your workflows.<\/li>\n<\/ol>\n\n\n\n<p>Want to see it in action? Here\u2019s a video that shows you how to create AI-Driven workflows with m-Power:<\/p>\n\n\n\n<iframe loading=\"lazy\" width=\"750\" height=\"422\" src=\"https:\/\/www.youtube-nocookie.com\/embed\/Drsu2XcKNWQ\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen=\"\"><\/iframe>\n\n\n\n<p>Learn more about m-Power here: <a href=\"https:\/\/www.mrc-productivity.com\/products\/index.html\">m-Power Overview<\/a>.<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Some things don&#8217;t really &#8220;click&#8221; until you see them in action. You hear people talking about some new technology, trend, or tool. But you don&#8217;t really &#8220;get it&#8221; until you see it. That&#8217;s how data-driven AI workflows were for me. I&#8217;d heard the AI hype. Then I saw an AI assistant working over live business &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/www.mrc-productivity.com\/blog\/2026\/02\/how-to-build-ai-workflows-over-your-data\/\"> <span class=\"screen-reader-text\">How to Build AI Workflows Over Your Data<\/span> Read More &raquo;<\/a><\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"default","ast-global-header-display":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","slim_seo":{"title":"How to Build AI Workflows Over Your Data - mrc&#039;s Cup of Joe Blog","description":"Some things don't really \"click\" until you see them in action. You hear people talking about some new technology, trend, or tool. But you don't really \"get it\""},"footnotes":""},"categories":[8],"tags":[137,87],"class_list":["post-15432","post","type-post","status-publish","format-standard","hentry","category-education","tag-artificial-intelligence","tag-workflow"],"_links":{"self":[{"href":"https:\/\/www.mrc-productivity.com\/blog\/wp-json\/wp\/v2\/posts\/15432","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.mrc-productivity.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.mrc-productivity.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.mrc-productivity.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/www.mrc-productivity.com\/blog\/wp-json\/wp\/v2\/comments?post=15432"}],"version-history":[{"count":8,"href":"https:\/\/www.mrc-productivity.com\/blog\/wp-json\/wp\/v2\/posts\/15432\/revisions"}],"predecessor-version":[{"id":15442,"href":"https:\/\/www.mrc-productivity.com\/blog\/wp-json\/wp\/v2\/posts\/15432\/revisions\/15442"}],"wp:attachment":[{"href":"https:\/\/www.mrc-productivity.com\/blog\/wp-json\/wp\/v2\/media?parent=15432"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.mrc-productivity.com\/blog\/wp-json\/wp\/v2\/categories?post=15432"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.mrc-productivity.com\/blog\/wp-json\/wp\/v2\/tags?post=15432"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}