{"id":10794,"date":"2026-02-13T18:41:33","date_gmt":"2026-02-14T00:41:33","guid":{"rendered":"https:\/\/attentionmedia.io\/?p=10794"},"modified":"2026-02-13T18:41:33","modified_gmt":"2026-02-14T00:41:33","slug":"why-automating-a-broken-workflow-with-ai-is-a-trap","status":"publish","type":"post","link":"https:\/\/attentionmedia.io\/?p=10794","title":{"rendered":"Why automating a broken workflow with AI is a trap"},"content":{"rendered":"<div><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"446\" src=\"https:\/\/martech.org\/wp-content\/uploads\/2026\/01\/Junk-process-broken-automation-assembly-line-800x446.png\" class=\"attachment-large size-large wp-post-image\" alt=\"\" loading=\"lazy\" \/><\/div>\n<p>There\u2019s an old urban planning legend about paving the cow path. The story goes that when the city of Boston was being laid out, the planners didn\u2019t design new roads, but paved over the wandering, meandering trails that cattle had worn into the dirt over centuries.<\/p>\n<p>The resulting network goes in nonsensical circles, takes twice as long to traverse and confuses everyone who tries to navigate it. Right now, marketing organizations everywhere are doing the same thing with artificial intelligence.<\/p>\n<p>We\u2019re under immense pressure to adopt AI. We\u2019re buying tools, licensing copilots and training teams on prompt engineering. But in our rush to modernize, we are often taking our existing, convoluted, approval-heavy, siloed workflows \u2014 think of them as our corporate cow paths \u2014 and simply adding AI to them.<\/p>\n<p>The result is bad processes happening quickly. If you apply AI to a workflow riddled with friction, you get chaos faster than efficiency.<\/p>\n<p>As I prepare for my upcoming MarTech Conference session on March 4 about rethinking marketing workflows, I want to offer a different approach. Before you license another tool, you need to audit the path itself.<\/p>\n<h2 class=\"wp-block-heading\">Avoiding random acts of AI<\/h2>\n<p>In my work helping organizations transition to become AI-native enterprises, I see plenty of what I\u2019ve dubbed <a href=\"https:\/\/martech.org\/how-marketers-can-go-beyond-random-acts-of-ai-and-why-they-should\/\" target=\"_blank\" rel=\"noopener\">random acts of AI<\/a>. This happens when teams adopt tools in isolation. A copywriter uses ChatGPT to draft emails. A designer uses Midjourney for mockups. A data analyst uses a plugin to clean spreadsheets.<\/p>\n<p>On the surface, this looks like progress. But if you look closely at the way work flows through the system, nothing much has actually changed.<\/p>\n<ul class=\"wp-block-list\">\n<li>The copywriter still has to email the draft to the manager.<\/li>\n<li>The manager still lets it sit in their inbox for two days.<\/li>\n<li>The designer still waits for the approved copy before starting the layout.<\/li>\n<li>The final asset still gets stuck in a compliance review loop.<\/li>\n<\/ul>\n<p>We have optimized the tasks (writing, designing) but ignored the system. We have paved the cow path, but we\u2019re still walking in circles.<\/p>\n<p>To truly build a hyperadaptive organization (one that can sense, respond and evolve in near real-time, with the help of AI), we need to stop treating AI as a tool for individuals and start treating it as a catalyst for systemic redesign.<\/p>\n<p>In my upcoming book, \u201cHyperadaptive,\u201d I introduce the concept of the dual engine. This is the idea that you must run two workstreams simultaneously:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Process optimization:<\/strong> Identifying and removing friction from your workflows.<\/li>\n<li><strong>AI integration:<\/strong> Applying technology to the optimized steps.<\/li>\n<\/ul>\n<p>You can\u2019t do one without the other. If you optimize without AI, you miss exponential gains. If you integrate AI without optimization, you automate waste.<\/p>\n<p><strong><em>Dig deeper: <a href=\"https:\/\/martech.org\/implementing-ai-without-a-problem-is-fast-road-to-failure\/\" target=\"_blank\" rel=\"noopener\">Implementing AI without a problem is a fast road to failure<\/a><\/em><\/strong><\/p>\n<h2 class=\"wp-block-heading\">Fixing the flow alongside AI<\/h2>\n<p>Here\u2019s the practical, four-step methodology we use in our applied AI workshops to fix the workflow <strong>before<\/strong> we touch the tools.<\/p>\n<h3 class=\"wp-block-heading\">Map the friction points<\/h3>\n<p>Gather your team in person or virtually and map out a specific marketing process, such as a campaign launch or asset creation. Don\u2019t map what should happen. Map what actually happens.<\/p>\n<p>Look specifically for organizational friction and fidelity loss.<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Friction:<\/strong> Where does the process stop? (e.g., Waiting for legal approval, Waiting for data access, Formatting slides manually).<\/li>\n<li><strong>Fidelity loss:<\/strong> Where does information get distorted? (e.g., The creative brief is handed off three times and by the time it reaches the designer, the original strategy is lost).<\/li>\n<\/ul>\n<p>AI thrives on clean data and clear signals. If your current process relies on hallway conversations and implied approvals, AI will fail. You need to identify these friction points and ask: Is this step necessary, or is it just how we\u2019ve always done it?<\/p>\n<p><strong><em>Dig deeper: <a href=\"https:\/\/martech.org\/its-time-for-ai-to-join-your-workflows\/\">It\u2019s time for AI to join your workflows<\/a><\/em><\/strong><\/p>\n<h3 class=\"wp-block-heading\">Apply the AI automation inversion<\/h3>\n<p>Most leaders ask, \u201cWhich tasks can AI automate?\u201d I want you to flip that question. If machines handled the routine work, what uniquely human capabilities should we amplify?<\/p>\n<p>When we worked with a marketing team on their newsletter process, they realized their current workflow involved five handoffs among four people. Even with AI tools, the process took four days because of wait states \u2014 the time work sat in someone\u2019s queue.<\/p>\n<p>By inverting the problem, they realized they didn\u2019t need a faster writer; they needed an automated workflow. They redesigned the process so an AI agent could detect a new blog post, draft the newsletter snippet, generate the graphic and stage it for review automatically.<\/p>\n<p>The human role shifted from writing and pasting to reviewing and strategizing. The cycle time dropped from four days to one hour. That is the power of fixing the flow.<\/p>\n<h3 class=\"wp-block-heading\">Move from augmentation to agents<\/h3>\n<p>Finally, decide on the level of intervention.<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Augmentation<\/strong> is using AI as a tool (e.g., help me write this subject line). This is good for individual tasks.<\/li>\n<li><strong>Automation (agentic AI)<\/strong> is allowing AI to execute a workflow (e.g., when a lead comes in, score it, research the company, draft a personalized email and add it to my draft folder).<\/li>\n<\/ul>\n<p>The most significant productivity gains in 2026 will come from moving from Augmentation to Agents. But agents require structure. They need clear rules. They require a paved road, not a dirt path.<\/p>\n<p><strong><em>Dig deeper: <a href=\"https:\/\/martech.org\/how-ai-agents-will-reshape-every-part-of-marketing-in-2026\/\" target=\"_blank\" rel=\"noopener\">How AI agents will reshap<\/a><\/em><\/strong><\/p>\n<h2 class=\"wp-block-heading\">Don\u2019t let busywork derail you<\/h2>\n<p>The irony is that we often are too busy to fix our processes. We\u2019re drowning in the very manual work that we claim we want to automate. This is the AI time paradox. We\u2019re too busy bailing water to patch the hole in the boat.<\/p>\n<p>To break this cycle, you have to be willing to stop. You have to carve out the time to map the value stream. You have to be willing to look at a process you\u2019ve used for five years and say, This doesn\u2019t make sense anymore.<\/p>\n<p>When you take the time to fix the workflow first<em>, <\/em>AI stops being just another tool to manage. It becomes the engine of a new way of working.<\/p>\n<p><strong>Join the conversation<\/strong><\/p>\n<p>On March 4, I\u2019ll be joining Brianna Miller and Moni Oloyede at The MarTech Conference for the live panel \u201cSay goodbye to busywork by rethinking marketing workflows.\u201d <\/p>\n<p>We\u2019re going to move beyond the theory and dig into the reality of:<\/p>\n<ul class=\"wp-block-list\">\n<li>Which specific areas of marketing operations are ripest for automation?<\/li>\n<li>How to handle the messy middle of transition.<\/li>\n<li>How to build a workflow that supports innovation, not just execution.<\/li>\n<\/ul>\n<p>Stop paving the cow path. It\u2019s time to build a highway.<\/p>\n<p><a href=\"https:\/\/martech.org\/conference\/march\/agenda\/\"><em><strong>Check out the <\/strong><strong>March 4th MarTech Conference<\/strong> agenda and register for free here<\/em><\/a><strong><em>.\u00a0<\/em><\/strong><\/p>\n<p><!-- START INLINE FORM --><\/p>\n<div class=\"nl-inline-form border py-2 px-1 my-2\">\n<div class=\"row align-items-center justify-content-center nl-inline-container\">\n<div class=\"col-12 pb-1\">\n<p class=\"inline-form-text text-center mb-0\">Fuel up with free marketing insights.<\/p>\n<\/div>\n<div class=\"col-12 col-lg-auto pb-2 pb-lg-0\">\n<p class=\"inline-form-text text-center mb-0\">Email:<\/p>\n<\/div>\n<div class=\"col-12 col-lg-8 pe-lg-0\">\n<div class=\"form-nl-inline\"><\/div>\n<\/div>\n<div class=\"col-12 col-lg-auto\">\n<p class=\"text-center mb-0\"><a class=\"nl-terms\" href=\"https:\/\/martech.org\/terms-of-service\/\" target=\"_blank\" aria-label=\"opens in a new tab\">See terms.<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><!-- END INLINE FORM --><\/p>\n<p>The post <a href=\"https:\/\/martech.org\/why-automating-a-broken-workflow-with-ai-is-a-trap\/\">Why automating a broken workflow with AI is a trap<\/a> appeared first on <a href=\"https:\/\/martech.org\/\">MarTech<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"<p>There\u2019s an old urban planning legend about paving the cow path. The story goes that when the city of Boston was being laid out, the planners didn\u2019t design new roads, but paved over the wandering, meandering trails that cattle had worn into the dirt over centuries. The resulting network goes in nonsensical circles, takes twice &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/attentionmedia.io\/?p=10794\" class=\"more-link\">Read more<span class=\"screen-reader-text\"> &#8220;Why automating a broken workflow with AI is a trap&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-10794","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"featured_media_urls":{"thumbnail":["https:\/\/martech.org\/wp-content\/uploads\/2026\/01\/Junk-process-broken-automation-assembly-line-800x446.png",0,0,false],"medium":["https:\/\/martech.org\/wp-content\/uploads\/2026\/01\/Junk-process-broken-automation-assembly-line-800x446.png",0,0,false],"medium_large":["https:\/\/martech.org\/wp-content\/uploads\/2026\/01\/Junk-process-broken-automation-assembly-line-800x446.png",0,0,false],"large":["https:\/\/martech.org\/wp-content\/uploads\/2026\/01\/Junk-process-broken-automation-assembly-line-800x446.png",0,0,false],"1536x1536":["https:\/\/martech.org\/wp-content\/uploads\/2026\/01\/Junk-process-broken-automation-assembly-line-800x446.png",0,0,false],"2048x2048":["https:\/\/martech.org\/wp-content\/uploads\/2026\/01\/Junk-process-broken-automation-assembly-line-800x446.png",0,0,false],"inspiro-featured-image":["https:\/\/martech.org\/wp-content\/uploads\/2026\/01\/Junk-process-broken-automation-assembly-line-800x446.png",0,0,false],"inspiro-loop":["https:\/\/martech.org\/wp-content\/uploads\/2026\/01\/Junk-process-broken-automation-assembly-line-800x446.png",0,0,false],"inspiro-loop@2x":["https:\/\/martech.org\/wp-content\/uploads\/2026\/01\/Junk-process-broken-automation-assembly-line-800x446.png",0,0,false],"portfolio_item-thumbnail":["https:\/\/martech.org\/wp-content\/uploads\/2026\/01\/Junk-process-broken-automation-assembly-line-800x446.png",0,0,false],"portfolio_item-thumbnail@2x":["https:\/\/martech.org\/wp-content\/uploads\/2026\/01\/Junk-process-broken-automation-assembly-line-800x446.png",0,0,false],"portfolio_item-masonry":["https:\/\/martech.org\/wp-content\/uploads\/2026\/01\/Junk-process-broken-automation-assembly-line-800x446.png",0,0,false],"portfolio_item-masonry@2x":["https:\/\/martech.org\/wp-content\/uploads\/2026\/01\/Junk-process-broken-automation-assembly-line-800x446.png",0,0,false],"portfolio_item-thumbnail_cinema":["https:\/\/martech.org\/wp-content\/uploads\/2026\/01\/Junk-process-broken-automation-assembly-line-800x446.png",0,0,false],"portfolio_item-thumbnail_portrait":["https:\/\/martech.org\/wp-content\/uploads\/2026\/01\/Junk-process-broken-automation-assembly-line-800x446.png",0,0,false],"portfolio_item-thumbnail_portrait@2x":["https:\/\/martech.org\/wp-content\/uploads\/2026\/01\/Junk-process-broken-automation-assembly-line-800x446.png",0,0,false],"portfolio_item-thumbnail_square":["https:\/\/martech.org\/wp-content\/uploads\/2026\/01\/Junk-process-broken-automation-assembly-line-800x446.png",0,0,false]},"_links":{"self":[{"href":"https:\/\/attentionmedia.io\/index.php?rest_route=\/wp\/v2\/posts\/10794","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/attentionmedia.io\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/attentionmedia.io\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/attentionmedia.io\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/attentionmedia.io\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10794"}],"version-history":[{"count":0,"href":"https:\/\/attentionmedia.io\/index.php?rest_route=\/wp\/v2\/posts\/10794\/revisions"}],"wp:attachment":[{"href":"https:\/\/attentionmedia.io\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10794"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/attentionmedia.io\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10794"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/attentionmedia.io\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10794"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}