{"id":15067,"date":"2026-01-13T17:45:33","date_gmt":"2026-01-13T17:45:33","guid":{"rendered":"https:\/\/craighordlow.com\/index.php\/2026\/01\/13\/7-marketing-ai-adoption-challenges-and-how-to-fix-them\/"},"modified":"2026-01-13T17:45:33","modified_gmt":"2026-01-13T17:45:33","slug":"7-marketing-ai-adoption-challenges-and-how-to-fix-them","status":"publish","type":"post","link":"https:\/\/craighordlow.com\/index.php\/2026\/01\/13\/7-marketing-ai-adoption-challenges-and-how-to-fix-them\/","title":{"rendered":"7 Marketing AI Adoption Challenges (And How to Fix Them)"},"content":{"rendered":"<p>You\u2019ve likely invested in AI tools for your marketing team, or at least encouraged people to experiment.<\/p>\n<p>Some use the tools daily. Others avoid them. A few test them quietly on the side.<\/p>\n<p>This inconsistency creates a problem.<\/p>\n<p>An <a title=\"The GenAI Divide \u2013 State of AI in Business 2025\" href=\"https:\/\/mlq.ai\/media\/quarterly_decks\/v0.1_State_of_AI_in_Business_2025_Report.pdf\" target=\"_blank\" rel=\"noopener\">MIT study<\/a> found that 95% of AI pilots fail to show measurable ROI.<\/p>\n<p>Scattered marketing AI adoption doesn\u2019t translate to proven time savings, higher output, or revenue growth.<\/p>\n<p><strong>AI usage \u2260 AI adoption \u2260 effective AI adoption.<\/strong><\/p>\n<p>To get real results, your whole team needs to use AI systematically with clear guidelines and documented outcomes.<\/p>\n<p>But getting there requires removing common roadblocks.<\/p>\n<p>In this guide, I\u2019ll explain seven marketing AI adoption challenges and how to overcome them. By the end, you\u2019ll know how to successfully roll out AI across your team.<\/p>\n<div class=\"sc-quote alert blue-box font-georgia type-normal transparent-img-bg\">\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-sm-down\">\n            <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2024\/06\/icon-further-reading.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">        <\/figure>\n<div class=\"media-body\">\n<blockquote class=\"sc-quote\">\n<p><strong>Free roadmap:<\/strong> I created a <a title=\"Marketing AI Adoption Roadmap by Backlinko\" href=\"https:\/\/docs.google.com\/spreadsheets\/d\/1N5JQKkWpryDG4zvDiddeYXc1Wx5p45ZZQb2n-TwFCIM\/copy\" target=\"_blank\" rel=\"noopener\">companion AI adoption roadmap<\/a> with step-by-step tasks and timeframes to help you execute your pilot. Download it now.<\/p>\n<\/blockquote>\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-md-up\">\n                    <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2024\/06\/icon-further-reading.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">                <\/figure>\n<p>                                <cite class=\"sc-name media-body media-middle\"><br \/>\n                                    <\/cite>\n            <\/p><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>First up: One of the biggest barriers to AI adoption \u2014 lack of clarity on when and how to use it.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_81 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\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/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:\/\/craighordlow.com\/index.php\/2026\/01\/13\/7-marketing-ai-adoption-challenges-and-how-to-fix-them\/#1_No_Clear_AI_Use_Cases_to_Guide_Your_Team\" >1. No Clear AI Use Cases to Guide Your Team<\/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:\/\/craighordlow.com\/index.php\/2026\/01\/13\/7-marketing-ai-adoption-challenges-and-how-to-fix-them\/#The_Fix_Map_Team_Member_Tasks_to_Your_Tech_Stack\" >The Fix: Map Team Member Tasks to Your Tech Stack<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/craighordlow.com\/index.php\/2026\/01\/13\/7-marketing-ai-adoption-challenges-and-how-to-fix-them\/#2_No_Structured_Plan_to_Roll_Out_AI_Across_the_Organization\" >2. No Structured Plan to Roll Out AI Across the Organization<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/craighordlow.com\/index.php\/2026\/01\/13\/7-marketing-ai-adoption-challenges-and-how-to-fix-them\/#The_Fix_Start_with_a_Pilot_Program\" >The Fix: Start with a Pilot Program<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/craighordlow.com\/index.php\/2026\/01\/13\/7-marketing-ai-adoption-challenges-and-how-to-fix-them\/#3_Your_Team_Lacks_the_Training_to_Use_AI_Confidently\" >3. Your Team Lacks the Training to Use AI Confidently<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/craighordlow.com\/index.php\/2026\/01\/13\/7-marketing-ai-adoption-challenges-and-how-to-fix-them\/#The_Fix_Role-Specific_Training\" >The Fix: Role-Specific Training<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/craighordlow.com\/index.php\/2026\/01\/13\/7-marketing-ai-adoption-challenges-and-how-to-fix-them\/#4_Team_Members_Fear_AI_Will_Replace_Their_Roles\" >4. Team Members Fear AI Will Replace Their Roles<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/craighordlow.com\/index.php\/2026\/01\/13\/7-marketing-ai-adoption-challenges-and-how-to-fix-them\/#The_Fix_Have_Honest_Conversations_About_Job_Security\" >The Fix: Have Honest Conversations About Job Security<\/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:\/\/craighordlow.com\/index.php\/2026\/01\/13\/7-marketing-ai-adoption-challenges-and-how-to-fix-them\/#5_Your_Team_Resists_AI-Driven_Workflow_Changes\" >5. Your Team Resists AI-Driven Workflow Changes<\/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:\/\/craighordlow.com\/index.php\/2026\/01\/13\/7-marketing-ai-adoption-challenges-and-how-to-fix-them\/#The_Fix_Start_with_AI_Features_in_Existing_Tools\" >The Fix: Start with AI Features in Existing Tools<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/craighordlow.com\/index.php\/2026\/01\/13\/7-marketing-ai-adoption-challenges-and-how-to-fix-them\/#6_No_Governance_or_Guardrails_to_Keep_AI_Usage_Safe\" >6. No Governance or Guardrails to Keep AI Usage Safe<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/craighordlow.com\/index.php\/2026\/01\/13\/7-marketing-ai-adoption-challenges-and-how-to-fix-them\/#The_Fix_Create_a_One-Page_AI_Usage_Policy\" >The Fix: Create a One-Page AI Usage Policy<\/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:\/\/craighordlow.com\/index.php\/2026\/01\/13\/7-marketing-ai-adoption-challenges-and-how-to-fix-them\/#7_No_Reliable_Way_to_Measure_AIs_Impact_or_ROI\" >7. No Reliable Way to Measure AI\u2019s Impact or ROI<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/craighordlow.com\/index.php\/2026\/01\/13\/7-marketing-ai-adoption-challenges-and-how-to-fix-them\/#The_Fix_Track_Business_Metrics_Not_Just_Efficiency\" >The Fix: Track Business Metrics (Not Just Efficiency)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/craighordlow.com\/index.php\/2026\/01\/13\/7-marketing-ai-adoption-challenges-and-how-to-fix-them\/#Build_Your_Marketing_AI_Adoption_Strategy\" >Build Your Marketing AI Adoption Strategy<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"1_No_Clear_AI_Use_Cases_to_Guide_Your_Team\"><\/span>1. No Clear AI Use Cases to Guide Your Team<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Companies often mandate AI usage but provide limited guidance on which tasks it should handle.<\/p>\n<p>In my experience, this is one of the most common AI adoption challenges teams face. Regardless of industry or company size.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Reddit \u2013 r\/antiwork \u2013 AI usage\" alt=\"Reddit \u2013 r\/antiwork \u2013 AI usage\" data-aspect-ratio=\"1.0428571428571\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/reddit-r-antiwork-ai-usage.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Vague directives like \u201cuse AI more\u201d leave people guessing.<\/p>\n<p>The solution is to connect tasks to tools so everyone knows exactly how AI fits into their workflow.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"The_Fix_Map_Team_Member_Tasks_to_Your_Tech_Stack\"><\/span>The Fix: Map Team Member Tasks to Your Tech Stack<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Start by gathering your marketing team for a working session.<\/p>\n<p>Ask everyone to write down the tasks they perform daily or weekly. (Not job descriptions, but actual tasks they repeat regularly.)<\/p>\n<p>Then look for patterns.<\/p>\n<p>Which tasks are repetitive and time-consuming?<\/p>\n<figure class=\"backlinko-image__visual-chart backlinko-image\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Common AI Use Cases for Marketing Teams\" alt=\"Common AI Use Cases for Marketing Teams\" data-aspect-ratio=\"0.65714285714286\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/common-ai-use-cases-for-marketing-teams.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Maybe your content team realizes they spend four hours each week manually <a title=\"How to Conduct an AI + SEO Competitor Analysis\" href=\"https:\/\/backlinko.com\/seo-competitor-analysis\" target=\"_blank\" rel=\"noopener\">tracking competitor content<\/a> to identify gaps and opportunities. That\u2019s a clear AI use case.<\/p>\n<p>Or your analytics lead notices they are wasting half a day consolidating campaign performance data from multiple regions into a single report.<\/p>\n<p>AI tools can automatically pull and format that data.<\/p>\n<p>Once your team has identified use cases, match each task to the appropriate tool.<\/p>\n<figure class=\"backlinko-image__visual-chart backlinko-image\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Task-to-Tool Decision\" alt=\"Task-to-Tool Decision\" data-aspect-ratio=\"0.53142857142857\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/task-to-tool-decision.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>After your workshop, create assignments for each person based on what they identified in the session.<\/p>\n<p>For example: \u201cAutomate competitor tracking with [specific tool].\u201d<\/p>\n<p>When your team knows exactly what to do, adoption becomes easier.<\/p>\n<div class=\"sc-quote alert blue-box font-georgia type-normal transparent-img-bg\">\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-sm-down\">\n            <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2024\/06\/icon-further-reading.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">        <\/figure>\n<div class=\"media-body\">\n<blockquote class=\"sc-quote\">\n<p><strong>Further reading:<\/strong> <a title=\"What Is Generative AI and How Does It Work?\" href=\"https:\/\/backlinko.com\/generative-ai\" target=\"_blank\" rel=\"noopener\">What Is Generative AI and How Does It Work?<\/a><\/p>\n<\/blockquote>\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-md-up\">\n                    <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2024\/06\/icon-further-reading.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">                <\/figure>\n<p>                                <cite class=\"sc-name media-body media-middle\"><br \/>\n                                    <\/cite>\n            <\/p><\/div>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"2_No_Structured_Plan_to_Roll_Out_AI_Across_the_Organization\"><\/span>2. No Structured Plan to Roll Out AI Across the Organization<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>If you give AI tools to everyone at once, don\u2019t be surprised if you get low adoption in return.<\/p>\n<p>The issue isn\u2019t your team or the technology. It\u2019s launching without testing first.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"The_Fix_Start_with_a_Pilot_Program\"><\/span>The Fix: Start with a Pilot Program<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>A pilot program is a small-scale test where one team uses AI tools. You learn what works, fix problems, and prove value \u2014 before rolling it out to everyone else.<\/p>\n<p>A company-wide launch doesn\u2019t give you this learning period.<\/p>\n<p>Everyone struggles with the same issues at once. And nobody knows if the problem is the tool, their approach, or both.<\/p>\n<p>Which means you end up wasting months (and money) before realizing what went wrong.<\/p>\n<figure class=\"backlinko-image__visual-chart backlinko-image\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Two Approaches to Marketing AI Adoption\" alt=\"Two Approaches to Marketing AI Adoption\" data-aspect-ratio=\"0.58857142857143\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/two-approaches-to-marketing-ai-adoption.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Plan to run your pilot for 8-12 weeks.<\/p>\n<div class=\"sc-quote alert blue-box font-georgia type-normal transparent-img-bg\">\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-sm-down\">\n            <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2024\/06\/icon-note.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">        <\/figure>\n<div class=\"media-body\">\n<blockquote class=\"sc-quote\">\n<p><strong>Note:<\/strong> Your pilot timeline will vary by team.<\/p>\n<p>Small teams can move fast and test in 4-8 weeks. Larger teams might need 3-4 months to gather enough feedback.<\/p>\n<p>Start with three months as your baseline. Then adjust based on how quickly your team adapts.<\/p>\n<\/blockquote>\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-md-up\">\n                    <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2024\/06\/icon-note.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">                <\/figure>\n<p>                                <cite class=\"sc-name media-body media-middle\"><br \/>\n                                    <\/cite>\n            <\/p><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>Content, email, or social teams work best because they produce repetitive outputs that show AI\u2019s immediate value.<\/p>\n<p>Select 3-30 participants from this department, depending on your team size.<\/p>\n<p>(Smaller teams might pilot with 3-5 people. Larger organizations can test with 20-30.)<\/p>\n<p>Then, set measurable goals with clear targets you can track. Like:<\/p>\n<ul>\n<li>Cut blog production time from 8 hours to 5 hours<\/li>\n<li>Reduce email draft revisions from 3 rounds to 1<\/li>\n<li>Create 50 <a title=\"10 Types of Social Media Content That Drive Engagement &amp; Growth\" href=\"https:\/\/www.semrush.com\/blog\/social-media-content\/\" target=\"_blank\" rel=\"noopener\">social media posts<\/a> weekly instead of 20<\/li>\n<\/ul>\n<p>Schedule weekly meetings to gather feedback throughout the pilot.<\/p>\n<p>The pilot will produce department-specific workflows. But you\u2019ll also discover what transfers: which training methods work, where people struggle, and what governance rules you need.<\/p>\n<p>When you expand to other departments, they\u2019ll adapt these frameworks to their own AI tasks.<\/p>\n<p>After three months, you\u2019ll have proven results and trained users who can teach the next group.<\/p>\n<figure class=\"backlinko-image__visual-chart backlinko-image\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"3-Month Pilot\" alt=\"3-Month Pilot\" data-aspect-ratio=\"0.57571428571429\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/3-month-pilot.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>At that point, expand the pilot to your second department (or next batch of the same team).<\/p>\n<p>They\u2019ll learn from the first group\u2019s mistakes and scale faster because you\u2019ve already solved common problems.<\/p>\n<div class=\"sc-quote alert blue-box font-georgia type-normal transparent-img-bg\">\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-sm-down\">\n            <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2024\/06\/icon-tip.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">        <\/figure>\n<div class=\"media-body\">\n<blockquote class=\"sc-quote\">\n<p><strong>Pro tip:<\/strong> Keep refining throughout the pilot.<\/p>\n<ul>\n<li>Update prompts when they produce poor results<\/li>\n<li>Add new tools when you find workflow gaps<\/li>\n<li>Remove friction points the moment they appear<\/li>\n<\/ul>\n<\/blockquote>\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-md-up\">\n                    <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2024\/06\/icon-tip.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">                <\/figure>\n<p>                                <cite class=\"sc-name media-body media-middle\"><br \/>\n                                    <\/cite>\n            <\/p><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>Your third batch will move even quicker.<\/p>\n<p>Within a year, you\u2019ll have organization-wide marketing AI adoption with measurable results.<\/p>\n<div class=\"sc-quote alert blue-box font-georgia type-normal transparent-img-bg\">\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-sm-down\">\n            <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2024\/06\/icon-further-reading.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">        <\/figure>\n<div class=\"media-body\">\n<blockquote class=\"sc-quote\">\n<p><strong>Further reading:<\/strong> <a title=\"8 Awesome AI SEO Tools We Love Using\" href=\"https:\/\/backlinko.com\/ai-seo-tools\" target=\"_blank\" rel=\"noopener\">8 Awesome AI SEO Tools We Love Using<\/a><\/p>\n<\/blockquote>\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-md-up\">\n                    <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2024\/06\/icon-further-reading.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">                <\/figure>\n<p>                                <cite class=\"sc-name media-body media-middle\"><br \/>\n                                    <\/cite>\n            <\/p><\/div>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"3_Your_Team_Lacks_the_Training_to_Use_AI_Confidently\"><\/span>3. Your Team Lacks the Training to Use AI Confidently<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Most marketing teams roll out AI tools without training team members how to use them.<\/p>\n<p>In fact, only <a title=\"AI at Work Is Here. Now Comes the Hard Part\" href=\"https:\/\/www.microsoft.com\/en-us\/worklab\/work-trend-index\/ai-at-work-is-here-now-comes-the-hard-part\" target=\"_blank\" rel=\"noopener\">39%<\/a> of people who use AI at work have received any training from their company.<\/p>\n<figure class=\"backlinko-image__visual-chart backlinko-image\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"61% of workers who use AI at work received no training from their company\" alt=\"61% of workers who use AI at work received no training from their company\" data-aspect-ratio=\"0.57428571428571\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/workers-who-use-ai-at-work.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>And when training does exist, it might focus on generic AI concepts rather than specific job applications.<\/p>\n<p>The answer is better training that connects to the work your team does.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"The_Fix_Role-Specific_Training\"><\/span>The Fix: Role-Specific Training<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Generic training explains how AI works. Role-specific training shows people how to use AI in their actual jobs.<\/p>\n<p>Here\u2019s the difference:<\/p>\n<div class=\"table-responsive\">\n<table class=\"table table-primary table-striped table-hover\">\n<thead>\n<tr>\n<th scope=\"col\">Role<\/th>\n<th scope=\"col\">Generic Training (Lower Priority)<\/th>\n<th scope=\"col\">Role-Specific Training (Start Here)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td scope=\"row\" data-before=\"Role\">Social Media Manager<\/td>\n<td data-before=\"Generic Training (Lower Priority)\">AI concepts and how large language models work<\/td>\n<td data-before=\"Role-Specific Training (Start Here)\">How to automate content calendars and schedule posts faster<\/td>\n<\/tr>\n<tr>\n<td scope=\"row\" data-before=\"Role\">SEO Specialist<\/td>\n<td data-before=\"Generic Training (Lower Priority)\">Understanding neural networks and machine learning<\/td>\n<td data-before=\"Role-Specific Training (Start Here)\">AI-powered keyword research and competitor analysis<\/td>\n<\/tr>\n<tr>\n<td scope=\"row\" data-before=\"Role\">Email Marketer<\/td>\n<td data-before=\"Generic Training (Lower Priority)\">Machine learning algorithms and data processing<\/td>\n<td data-before=\"Role-Specific Training (Start Here)\">Using AI for personalization and subject line testing<\/td>\n<\/tr>\n<tr>\n<td scope=\"row\" data-before=\"Role\">Content Writer<\/td>\n<td data-before=\"Generic Training (Lower Priority)\">How AI models generate text and natural language processing<\/td>\n<td data-before=\"Role-Specific Training (Start Here)\">Using AI to research topics, create outlines, and edit drafts<\/td>\n<\/tr>\n<tr>\n<td scope=\"row\" data-before=\"Role\">Paid Ads Manager<\/td>\n<td data-before=\"Generic Training (Lower Priority)\">Deep learning fundamentals and algorithmic optimization<\/td>\n<td data-before=\"Role-Specific Training (Start Here)\">AI tools for ad copy testing, audience targeting, and bid management<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>When training connects directly to someone\u2019s daily tasks, they actually use what they learn.<\/p>\n<p>For example, Mastercard applies this approach with three types of training:<\/p>\n<ul>\n<li>Foundational knowledge for everyone<\/li>\n<li>Job-specific applications for different roles<\/li>\n<li>Reskilling programs where needed.<\/li>\n<\/ul>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Mastercard \u2013 Putting the \u201cI\u201din AI\" alt=\"Mastercard \u2013 Putting the &quot;I&quot;in AI\" data-aspect-ratio=\"0.81428571428571\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/mastercard-putting-the-i-in-ai.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Companies like KPMG, Accenture, and IKEA have also developed dedicated AI training programs for their teams.<\/p>\n<p>This is likely because they learned that generic training creates enterprise AI adoption challenges at scale.<\/p>\n<p>Employees complete courses but never apply what they learned to their actual work.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Ikea \u2013 AI training programs for their teams\" alt=\"Ikea \u2013 AI training programs for their teams\" data-aspect-ratio=\"1.0357142857143\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/ikea-ai-training-programs-for-their-teams.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>But you don\u2019t need enterprise-scale resources to make this work.<\/p>\n<p>Start by mapping what each role actually does with AI.<\/p>\n<p>For example:<\/p>\n<ul>\n<li>Your content team uses AI for research, strategy, outlines, and drafts<\/li>\n<li>Your ABM team uses it for account research and personalized outreach<\/li>\n<li>Your social team uses it for video creation and caption variations<\/li>\n<li>Your marketing ops team uses it for workflow automation and data integration<\/li>\n<\/ul>\n<p>Once you know what each role needs, pick your training approach.<\/p>\n<p>Platforms like Coursera and LinkedIn Learning offer specific <a title=\"9 Courses That Actually Teach SEO and AI Search (Free + Paid)\" href=\"https:\/\/backlinko.com\/seo-certification-guide\" target=\"_blank\" rel=\"noopener\">AI training programs<\/a> that work well for flexible, self-paced learning.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Coursera \u2013 GenAI for PR Specialists\" alt=\"Coursera \u2013 GenAI for PR Specialists\" data-aspect-ratio=\"0.50428571428571\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/coursera-genai-for-pr-specialists.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Training may also be available from your existing tools.<\/p>\n<p>Check whether your current marketing platforms offer AI training resources, such as courses or documentation.<\/p>\n<p>For example, <a title=\"Learn Marketing for Free with Online Courses from Semrush Academy\" href=\"https:\/\/www.semrush.com\/academy\/\" target=\"_blank\" rel=\"noopener\">Semrush Academy<\/a> offers various training programs that also cover its AI capabilities.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Semrush Academy \u2013 AI Courses\" alt=\"Semrush Academy \u2013 AI Courses\" data-aspect-ratio=\"0.83571428571429\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/semrush-academy-ai-courses.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>For teams with highly specific workflows, external trainers can be useful.<\/p>\n<p>This costs more. But it delivers the most relevant results because the trainer focuses only on what your team actually needs to learn.<\/p>\n<p>For example, companies like Section offer AI adoption programs for enterprises, including coaching and custom workshops.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Sectionai \u2013 Homepage\" alt=\"Sectionai \u2013 Homepage\" data-aspect-ratio=\"0.69857142857143\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/sectionai-homepage.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>But keep in mind that training alone won\u2019t sustain marketing AI adoption.<\/p>\n<p>AI tools evolve constantly, and your team needs continuous support to adapt.<\/p>\n<p>Create these support systems:<\/p>\n<ul>\n<li>Set up a dedicated Slack channel for AI questions where your team can share wins and troubleshoot problems<\/li>\n<li>Run weekly Q&amp;A sessions where people discuss specific challenges<\/li>\n<li>Update training materials as new features and use cases emerge<\/li>\n<\/ul>\n<div class=\"sc-quote alert blue-box font-georgia type-normal transparent-img-bg\">\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-sm-down\">\n            <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2024\/06\/icon-tip.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">        <\/figure>\n<div class=\"media-body\">\n<blockquote class=\"sc-quote\">\n<p><strong>Pro tip:<\/strong> <a title=\"How to Build an AI-Ready SEO Team: A Complete Guide\" href=\"https:\/\/backlinko.com\/seo-team\" target=\"_blank\" rel=\"noopener\">How to Build an AI-Ready SEO Team: A Complete Guide<\/a><\/p>\n<\/blockquote>\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-md-up\">\n                    <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2024\/06\/icon-tip.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">                <\/figure>\n<p>                                <cite class=\"sc-name media-body media-middle\"><br \/>\n                                    <\/cite>\n            <\/p><\/div>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"4_Team_Members_Fear_AI_Will_Replace_Their_Roles\"><\/span>4. Team Members Fear AI Will Replace Their Roles<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Employees may resist AI marketing adoption because they fear losing their jobs to automation.<\/p>\n<p>Headlines about AI replacing workers don\u2019t help.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Forbes \u2013 AI Is Killing Marketing\" alt=\"Forbes \u2013 AI Is Killing Marketing\" data-aspect-ratio=\"0.85428571428571\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/forbes-ai-is-kliiing-marketing.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Your goal is to <strong>address these fears<\/strong> directly rather than dismissing them.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"The_Fix_Have_Honest_Conversations_About_Job_Security\"><\/span>The Fix: Have Honest Conversations About Job Security<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Meet with each team member and walk through how AI affects their workflow.<\/p>\n<p>Point out which repetitive tasks AI will automate. Then explain what they\u2019ll work on with that freed-up time.<\/p>\n<p>Be careful about the language you use. Be empathetic and reassuring.<\/p>\n<p>For example, don\u2019t say \u201cAI makes you more strategic.\u201d<\/p>\n<p>Say: \u201cAI will pull performance reports automatically. You\u2019ll analyze the insights, identify opportunities, and make strategic decisions on budget allocation.\u201d<\/p>\n<p>One is vague. The other shows them exactly how their role evolves.<\/p>\n<figure class=\"backlinko-image__visual-chart backlinko-image\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"How to Address AI Fears With Your Team\" alt=\"How to Address AI Fears With Your Team\" data-aspect-ratio=\"0.71\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/how-to-address-ai-fears-with-your-team.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Don\u2019t just spring changes on your team. Give them a clear timeline.<\/p>\n<p>Explain when AI tools will roll out, when training starts, and when you expect them to start using the new workflows.<\/p>\n<p>For example: \u201cWe\u2019re implementing AI for competitor tracking in Q2. Training happens in March. By April, this becomes part of your weekly process.\u201d<\/p>\n<p>When people know what\u2019s coming and when, they have time to prepare instead of panicking.<\/p>\n<figure class=\"backlinko-image__visual-chart backlinko-image\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Sample Timeline\" alt=\"Sample Timeline\" data-aspect-ratio=\"0.57571428571429\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/sample-timeline.png\" loading=\"lazy\" \/><\/p><\/figure>\n<div class=\"sc-quote alert blue-box font-georgia type-normal transparent-img-bg\">\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-sm-down\">\n            <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2024\/06\/icon-tip.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">        <\/figure>\n<div class=\"media-body\">\n<blockquote class=\"sc-quote\">\n<p><strong>Pro tip:<\/strong> Let people choose which AI features align with their interests and work style.<\/p>\n<p>Some team members might gravitate toward AI for content creation. Others prefer using it for data analysis or reporting.<\/p>\n<p>When people have autonomy over which features they adopt first, resistance decreases. They\u2019re exploring tools that genuinely interest them rather than following mandates.<\/p>\n<\/blockquote>\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-md-up\">\n                    <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2024\/06\/icon-tip.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">                <\/figure>\n<p>                                <cite class=\"sc-name media-body media-middle\"><br \/>\n                                    <\/cite>\n            <\/p><\/div>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"5_Your_Team_Resists_AI-Driven_Workflow_Changes\"><\/span>5. Your Team Resists AI-Driven Workflow Changes<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>People resist AI when it disrupts their established workflows.<\/p>\n<p>Your team has spent years perfecting their processes. AI represents change, even when the benefits are obvious.<\/p>\n<p>Resistance gets stronger when organizations mandate AI usage without considering how people actually work.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Reddit \u2013 Why AI\" alt=\"Reddit \u2013 Why AI\" data-aspect-ratio=\"0.38571428571429\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/reddit-why-ai.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>New platforms can be especially intimidating.<\/p>\n<p>It means new logins, new interfaces, and completely new workflows to learn.<\/p>\n<p>Rather than forcing everyone to change their workflows at once, let a few team members test the new approach first using familiar tools.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"The_Fix_Start_with_AI_Features_in_Existing_Tools\"><\/span>The Fix: Start with AI Features in Existing Tools<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Your team likely already uses HubSpot, Google Ads, Adobe, or similar platforms daily.<\/p>\n<p>When you use AI within existing tools, your team learns new capabilities without learning an entirely new system.<\/p>\n<p>If you\u2019re running a pilot program, designate 2-3 participants as AI champions.<\/p>\n<p>Their role goes beyond testing \u2014 they actively share what they\u2019re learning with the broader team.<\/p>\n<figure class=\"backlinko-image__visual-chart backlinko-image\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"What Do AI Champions Do\" alt=\"What Do AI Champions Do\" data-aspect-ratio=\"0.56\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/what-do-aiI-champions-do.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>The AI champions should be naturally curious about new tools and respected by their colleagues (not just the most senior people).<\/p>\n<p>Have them share what they discover in a team Slack channel or during standups:<\/p>\n<ul>\n<li>Specific tasks that are now faster or easier<\/li>\n<li>What surprised them (good or bad)<\/li>\n<li>Tips or advice on how others can use the tool effectively<\/li>\n<\/ul>\n<p>When others see real examples, such as \u201cI used Social Content AI to create 10 LinkedIn posts in 20 minutes instead of 2 hours,\u201d it carries more weight than reassurance from leadership.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Slack \u2013 Message\" alt=\"Slack \u2013 Message\" data-aspect-ratio=\"0.43285714285714\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/slack-message.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>For example, if your team already uses a tool like Semrush, your champions can demonstrate how its AI features improve their workflows.<\/p>\n<p><a title=\"Free Keyword Tool: Find Keywords &amp; Suggestions Instantly\" href=\"https:\/\/www.semrush.com\/analytics\/keywordmagic\/\" target=\"_blank\" rel=\"noopener\">Keyword Magic Tool<\/a>\u2019s AI-powered Personal Keyword Difficulty (PKD%) score shows which keywords your site can realistically rank for \u2014 without requiring any manual research or analysis.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Keyword Magic Tool \u2013 Newsletter platform \u2013 PKD\" alt=\"Keyword Magic Tool \u2013 Newsletter platform \u2013 PKD\" data-aspect-ratio=\"0.76142857142857\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/keyword-magic-tool-newsletter-platform-pkd.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p><a title=\"Create SEO-friendly articles in minutes\" href=\"https:\/\/www.semrush.com\/content\/articles\/create\/\" target=\"_blank\" rel=\"noopener\">AI Article Generator<\/a> creates SEO-friendly drafts from keywords.<\/p>\n<p>Your content writers can input a topic, set their brand voice, and get a structured first draft in minutes. This reduces the time spent staring at a blank page.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Semrush \u2013 AI Article Generator\" alt=\"Semrush \u2013 AI Article Generator\" data-aspect-ratio=\"1.1963636363636\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/semrush-ai-article-generator.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p><a title=\"Social Content AI\" href=\"https:\/\/www.semrush.com\/social-content-ai\/\" target=\"_blank\" rel=\"noopener\">Social Content AI<\/a> handles the repetitive parts of social media planning. It generates post ideas, copy variations, and images.<\/p>\n<p>Your social team can quickly build out a week\u2019s content calendar instead of creating each post from scratch.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Semrush \u2013 Social Content AI Kit \u2013 Ideas by topic\" alt=\"Semrush \u2013 Social Content AI Kit \u2013 Ideas by topic\" data-aspect-ratio=\"0.73714285714286\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/semrush-social-content-ai-kit-ideas-by-topic.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>Don\u2019t have a Semrush subscription? Sign up now and get a 14-day free trial + get a special 17% discount on annual plan.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"6_No_Governance_or_Guardrails_to_Keep_AI_Usage_Safe\"><\/span>6. No Governance or Guardrails to Keep AI Usage Safe<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Without clear guidelines, your team may either avoid AI entirely or use it in ways that create risk.<\/p>\n<p>In fact, <a title=\"57% of enterprise employees input confidential...\" href=\"https:\/\/www.techmonitor.ai\/digital-economy\/ai-and-automation\/57-enterprise-employees-input-confidential-data-ai-tools\" target=\"_blank\" rel=\"noopener\">57% of enterprise employees<\/a> input confidential data into AI tools.<\/p>\n<figure class=\"backlinko-image__visual-chart backlinko-image\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Types of Sensitive Data Employees Input Into AI Tools\" alt=\"Types of Sensitive Data Employees Input Into AI Tools\" data-aspect-ratio=\"0.68571428571429\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/types-of-sensitive-data-employees-input-into-ai-tools.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>They paste customer data into ChatGPT without realizing it violates data policies.<\/p>\n<p>Or publish <a title=\"How to Use AI for Writing Exceptional Content (7 Best Practices)\" href=\"https:\/\/backlinko.com\/ai-for-writing\" target=\"_blank\" rel=\"noopener\">AI-generated content<\/a> without approval because the review process was never explained.<\/p>\n<p>Your team needs clear guidelines on what\u2019s allowed, what\u2019s not, and who approves what.<\/p>\n<div class=\"sc-quote alert blue-box font-georgia type-normal transparent-img-bg\">\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-sm-down\">\n            <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2024\/06\/icon-further-reading.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">        <\/figure>\n<div class=\"media-body\">\n<blockquote class=\"sc-quote\">\n<p><strong>Free AI policy template:<\/strong> Need help creating your company\u2019s AI policy? Download our free <a title=\"AI Marketing Usage Policy template\" href=\"https:\/\/docs.google.com\/document\/d\/1lSMuUo1zivU4xpPnCk_RytbhMT012eypf47_2jQjfGo\/copy\" target=\"_blank\" rel=\"noopener\">AI Marketing Usage Policy template<\/a>. Customize it with your team\u2019s tools and workflows, and you\u2019re ready to go.<\/p>\n<\/blockquote>\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-md-up\">\n                    <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2024\/06\/icon-further-reading.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">                <\/figure>\n<p>                                <cite class=\"sc-name media-body media-middle\"><br \/>\n                                    <\/cite>\n            <\/p><\/div>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"The_Fix_Create_a_One-Page_AI_Usage_Policy\"><\/span>The Fix: Create a One-Page AI Usage Policy<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>When creating your policy, keep it simple and accessible. Don\u2019t create a 20-page document nobody will read.<\/p>\n<p>Aim for 1-2 pages that are straightforward and easy to follow.<\/p>\n<p>Include four key areas to keep AI usage both safe and productive.<\/p>\n<div class=\"table-responsive\">\n<table class=\"table table-primary table-striped table-hover\">\n<thead>\n<tr>\n<th scope=\"col\">Policy Area<\/th>\n<th scope=\"col\">What to Include<\/th>\n<th scope=\"col\">Example<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td scope=\"row\" data-before=\"Policy Area\">Approved Tools<\/td>\n<td data-before=\"What to Include\">List which AI tools your team can use \u2014 both standalone tools and AI features in platforms you already use<\/td>\n<td data-before=\"Example\">\u201cApproved: ChatGPT, Claude, Semrush\u2019s AI Article Generator, Adobe Firefly\u201d<\/td>\n<\/tr>\n<tr>\n<td scope=\"row\" data-before=\"Policy Area\">Data Sharing Rules<\/td>\n<td data-before=\"What to Include\">Define specifically what data can and can\u2019t be shared with AI tools<\/td>\n<td data-before=\"Example\">\u201cSafe to share: Product descriptions, blog topics, competitor URLs\n<p>Never share: Customer names, email addresses, revenue data, internal campaign plans, pricing strategies, unannounced product details\u201d<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td scope=\"row\" data-before=\"Policy Area\">Review Requirements<\/td>\n<td data-before=\"What to Include\">Document who reviews what type of content before publication<\/td>\n<td data-before=\"Example\">\u201cSocial posts: Peer review\n<p>Blog posts: Content lead approval<\/p>\n<p>Legal\/compliance content: Legal team review\u201d<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td scope=\"row\" data-before=\"Policy Area\">Approval Workflows (optional)<\/td>\n<td data-before=\"What to Include\">Clarify who approves AI content at each stage<\/td>\n<td data-before=\"Example\">\u201cInternal drafts: Content team\n<p>Customer-facing materials: Marketing director<\/p>\n<p>Compliance-related content: Legal sign-off\u201d<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>Beyond documenting the rules, establish who team members should contact when they encounter situations the policy doesn\u2019t address.<\/p>\n<p>Designate a department lead, governance contact, or weekly office hours as the escalation point for:<\/p>\n<ul>\n<li>Scenarios not covered in your guidelines<\/li>\n<li><a title=\"Technical SEO: The Ultimate Guide\" href=\"https:\/\/backlinko.com\/technical-seo-guide\" target=\"_blank\" rel=\"noopener\">Technical site issues<\/a> with approved AI tools<\/li>\n<li>Concerns about whether AI-generated content is accurate or appropriate<\/li>\n<li>Questions about data sharing<\/li>\n<\/ul>\n<figure class=\"backlinko-image__visual-chart backlinko-image\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Marketing AI Escalation Process\" alt=\"Marketing AI Escalation Process\" data-aspect-ratio=\"0.86142857142857\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/marketing-ai-escalation-process.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>The goal is to give them a clear path to get help, rather than guessing or avoiding AI altogether.<\/p>\n<p>Then, post the policy where your team will see it.<\/p>\n<p>This might be your Slack workspace, project management tool, or a pinned document in your shared drive.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"AI Policy document\" alt=\"AI Policy document\" data-aspect-ratio=\"1.0153846153846\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/ai-policy-document.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>And treat it as a living document.<\/p>\n<p>When the same question comes up multiple times, add the answer to your policy.<\/p>\n<p>For example, if three people ask, \u201cCan I use AI to write email subject lines?\u201d update your policy to explicitly say yes (and clarify who reviews them before sending).<\/p>\n<figure class=\"backlinko-image__visual-chart backlinko-image\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"AI Governance Checklist\" alt=\"AI Governance Checklist\" data-aspect-ratio=\"0.60857142857143\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/ai-governance-checklist.png\" loading=\"lazy\" \/><\/p><\/figure>\n<h2><span class=\"ez-toc-section\" id=\"7_No_Reliable_Way_to_Measure_AIs_Impact_or_ROI\"><\/span>7. No Reliable Way to Measure AI\u2019s Impact or ROI<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Without clear proof that AI improves their results, team members may assume it\u2019s just extra work and return to old methods.<\/p>\n<p>And if leadership can\u2019t see a measurable impact, they might question the investment.<\/p>\n<p>This puts your entire AI program at risk.<\/p>\n<p>Avoid this by establishing the right metrics before implementing AI.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"The_Fix_Track_Business_Metrics_Not_Just_Efficiency\"><\/span>The Fix: Track Business Metrics (Not Just Efficiency)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Here\u2019s how to measure AI\u2019s business impact properly.<\/p>\n<p>Pick 2-3 metrics your leadership already reviews in reports or meetings.<\/p>\n<p>These are typically:<\/p>\n<ul>\n<li>Leads generated<\/li>\n<li>Conversion rate<\/li>\n<li>Revenue growth<\/li>\n<li>Customer acquisition<\/li>\n<li>Customer retention<\/li>\n<\/ul>\n<figure class=\"backlinko-image__visual-chart backlinko-image\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Measure Marketing AI\u2019s Business Impact\" alt=\"Measure Marketing AI's Business Impact\" data-aspect-ratio=\"0.58\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/measure-marketing-ais-business-impact.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>These numbers demonstrate to your team and leadership that AI is helping your business.<\/p>\n<p>Then, establish your baseline by recording your current numbers. (Do this before implementing AI tools.)<\/p>\n<p>For example, if you\u2019re tracking leads and conversion rate, write down:<\/p>\n<ul>\n<li><strong>Current monthly leads:<\/strong> 200<\/li>\n<li><strong>Current conversion rate:<\/strong> 3%<\/li>\n<\/ul>\n<p>This baseline lets you show your team (and leadership) exactly what changed after implementing AI.<\/p>\n<div class=\"sc-quote alert blue-box font-georgia type-normal transparent-img-bg\">\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-sm-down\">\n            <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2024\/06\/icon-tip.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">        <\/figure>\n<div class=\"media-body\">\n<blockquote class=\"sc-quote\">\n<p><strong>Pro tip:<\/strong> Avoid making multiple changes simultaneously during your pilot or initial rollout.<\/p>\n<p>If you implement AI while also switching platforms or restructuring your team, you won\u2019t know which change drove results.<\/p>\n<p>Keep other variables stable so you can clearly attribute improvements to AI.<\/p>\n<\/blockquote>\n<div class=\"media\">\n<figure class=\"sc-picture media-left hidden-md-up\">\n                    <img decoding=\"async\" src=\"https:\/\/backlinko.com\/app\/uploads\/2024\/06\/icon-tip.png\" alt=\"| Craig Hordlow\" loading=\"lazy\" title=\"| Craig Hordlow\">                <\/figure>\n<p>                                <cite class=\"sc-name media-body media-middle\"><br \/>\n                                    <\/cite>\n            <\/p><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>Once AI is in use, check your metrics monthly to see if they\u2019re improving. Use the same tools you used to record your baseline.<\/p>\n<p>Write down your current numbers next to your baseline numbers.<\/p>\n<p>For example:<\/p>\n<ul>\n<li><strong>Baseline leads (before AI):<\/strong> 200 per month<\/li>\n<li><strong>Current leads (3 months into AI):<\/strong> 280 per month<\/li>\n<\/ul>\n<p>But don\u2019t just check if numbers went up or down.<\/p>\n<p>Look for patterns:<\/p>\n<p>Did one specific campaign or content type perform better after using AI?<\/p>\n<p>Are certain team members getting better results than others?<\/p>\n<p>Track individual output alongside team metrics.<\/p>\n<p>For example, compare how many blog posts each writer completes per week, or email open rates by the person who drafted them.<\/p>\n<figure class=\"backlinko-image__screenshot backlinko-image backlinko-has-border\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"Email report overview page\" alt=\"Email report overview page\" data-aspect-ratio=\"0.92285714285714\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/email-report-overview-page.png\" loading=\"lazy\" \/><\/p><\/figure>\n<p>If someone\u2019s consistently performing better, ask them to share their AI workflow with the team.<\/p>\n<p>This shows you what\u2019s working, and helps the rest of your team improve.<\/p>\n<p>Share results with both your team and leadership regularly.<\/p>\n<p>When reporting, connect AI\u2019s impact to the metrics you\u2019ve been tracking.<\/p>\n<p>For example:<\/p>\n<p>Say: \u201cAI cut email creation time from 4 hours to 2.5 hours. We used that time to run 30% more campaigns, which increased quarterly revenue from email by $5,000.\u201d<\/p>\n<p>Not: \u201cWe saved 90 hours with AI email tools.\u201d<\/p>\n<p>The first shows <strong>business impact<\/strong> \u2014 what you accomplished with the time saved. The second only shows time saved.<\/p>\n<p>Other examples of how to frame your reporting include:<\/p>\n<figure class=\"backlinko-image__visual-chart backlinko-image\">\n<div class=\"backlinko-img-placeholder\"><\/div>\n<p><img decoding=\"async\" title=\"How to Report AI Results to Leadership\" alt=\"How to Report AI Results to Leadership\" data-aspect-ratio=\"0.72714285714286\" src=\"https:\/\/backlinko.com\/app\/uploads\/2026\/01\/how-to-report-ai-results-to-leadership.png\" loading=\"lazy\" \/><\/p><\/figure>\n<h2><span class=\"ez-toc-section\" id=\"Build_Your_Marketing_AI_Adoption_Strategy\"><\/span>Build Your Marketing AI Adoption Strategy<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>When AI usage is optional, undefined, or unsupported, it stays fragmented.<\/p>\n<p>Effective marketing AI adoption looks different.<\/p>\n<p>It\u2019s built on:<\/p>\n<ul>\n<li>Role-specific training people actually use<\/li>\n<li>Guardrails that reduce uncertainty and risk<\/li>\n<li>Metrics that drive business outcomes<\/li>\n<\/ul>\n<p>When those pieces are in place, AI becomes part of how work gets done.<\/p>\n<p>If you want a step-by-step implementation plan, download our <a title=\"Marketing AI Adoption Roadmap by Backlinko (Shared)\" href=\"https:\/\/docs.google.com\/spreadsheets\/d\/1N5JQKkWpryDG4zvDiddeYXc1Wx5p45ZZQb2n-TwFCIM\/copy\" target=\"_blank\" rel=\"noopener\">Marketing AI Adoption Roadmap<\/a>.<\/p>\n<p>Need help choosing which AI tools to pilot? Our <a title=\"7 Powerful AI Marketing Tools You Need (Tested)\" href=\"https:\/\/backlinko.com\/ai-marketing-tools\" target=\"_blank\" rel=\"noopener\">AI Marketing Tools<\/a> guide breaks down the best options by use case.<\/p>\n<p>The post <a href=\"https:\/\/backlinko.com\/marketing-ai-adoption\" target=\"_blank\" rel=\"noopener\">7 Marketing AI Adoption Challenges (And How to Fix Them)<\/a> appeared first on <a href=\"https:\/\/backlinko.com\/\" target=\"_blank\" rel=\"noopener\">Backlinko<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"<p>You\u2019ve likely invested in AI tools for your marketing team, or at least encouraged people to experiment. Some use the tools daily. Others avoid them. A few test them quietly on the side. This inconsistency creates a problem. An MIT study found that 95% of AI pilots fail to show measurable ROI. Scattered marketing AI adoption doesn\u2019t translate to proven time savings, higher output, or revenue growth. AI usage \u2260 AI adoption \u2260 effective AI adoption. To get real results, your whole team needs to use [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":15068,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"h5ap_radio_sources":[],"cybocfi_hide_featured_image":"","footnotes":""},"categories":[8],"tags":[],"class_list":["post-15067","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-backlinko"],"featured_image_src":"https:\/\/craighordlow.com\/wp-content\/uploads\/2026\/01\/icon-further-reading-5TWbXI-600x400.png","featured_image_src_square":"https:\/\/craighordlow.com\/wp-content\/uploads\/2026\/01\/icon-further-reading-5TWbXI-600x600.png","author_info":{"display_name":false,"author_link":"https:\/\/craighordlow.com\/author\/craig\/"},"_links":{"self":[{"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/posts\/15067","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/comments?post=15067"}],"version-history":[{"count":0,"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/posts\/15067\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/media\/15068"}],"wp:attachment":[{"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/media?parent=15067"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/categories?post=15067"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/craighordlow.com\/index.php\/wp-json\/wp\/v2\/tags?post=15067"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}