{"id":11281,"date":"2026-08-17T08:44:35","date_gmt":"2026-08-17T14:44:35","guid":{"rendered":"https:\/\/attentionmedia.io\/?p=11281"},"modified":"2026-08-17T08:44:35","modified_gmt":"2026-08-17T14:44:35","slug":"the-next-ai-opportunity-is-deciding-where-to-spend","status":"publish","type":"post","link":"https:\/\/attentionmedia.io\/?p=11281","title":{"rendered":"The next AI opportunity is deciding where to spend"},"content":{"rendered":"<div><img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/martech.org\/wp-content\/uploads\/2025\/05\/Multiple-options-concept-800x450.jpg\" class=\"attachment-large size-large wp-post-image\" alt=\"Multiple options concept\" \/><\/div>\n<p class=\"wp-block-paragraph\">AI is giving marketers more ways to change where money goes while a campaign is still running. Media bids, creative, targeting, channel mix, and budget allocation can increasingly be adjusted based on performance data without waiting for the next planning cycle.<\/p>\n<p class=\"wp-block-paragraph\">That shifts the value of AI from producing marketing faster to deciding where the next dollar should go. As those decisions become more automated, marketers need to determine which ones AI can make on its own, which require human judgment, and how to know whether the resulting efficiency improves business performance.<\/p>\n<p class=\"wp-block-paragraph\">Marketing spend increased only<a href=\"https:\/\/cmosurvey.org\/marketing-contracts-under-economic-pressure-despite-growing-value-and-ai-gains\/\" target=\"_blank\" rel=\"noopener\"> 1.7%<\/a> in the last 12 months, the lowest since 2021, according to a recent survey of 300+ U.S. marketing leaders. Moreover, marketing budgets dropped to just 9% of total revenue.<\/p>\n<p class=\"wp-block-paragraph\">With AI proving valuable for improving everything from sales productivity to customer satisfaction, organizations estimate that it will account for <a href=\"https:\/\/cmosurvey.org\/marketing-contracts-under-economic-pressure-despite-growing-value-and-ai-gains\/\" target=\"_blank\" rel=\"noopener\">more than half of their marketing activities by 2029<\/a>. Leading organizations are using AI to optimize spend, unlock new revenue opportunities, accelerate growth, and make their marketing dollars go further.<\/p>\n<p class=\"wp-block-paragraph\">Competitive advantage will increasingly come from marketing intelligence rather than marketing spend. Companies are using algorithms to analyze user behavior, historical campaign performance, competitor activity, and customer context at the time of engagement to segment audiences with far greater precision.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Using this insight, they are delivering highly targeted, dynamic promotions, pushing the right content, at the right time, through the right channel. Savvy marketers are relying on AI models\u2019 detailed analytics to pursue outcomes such as higher conversion rates, improved engagement, revenue impact, customer lifetime value, marketing productivity, and faster speed-to-market.<\/p>\n<p><a href=\"https:\/\/www.semrush.com\/enterprise\/seo\/?utm_campaign=ic_mt_0101enterprise&amp;utm_source=martech.org&amp;utm_medium=referral\" target=\"_blank\"><\/a><\/p>\n<div>\n<div>\n<div class=\"headline-responsive\">\n        10X your SEO with <span>Semrush for Enterprise<\/span>.\n      <\/div>\n<p>\n        The world\u2019s most powerful SEO platform, purpose-built for Enterprise.\n      <\/p>\n<\/div>\n<div>\n      <span>Request demo<\/span>\n    <\/div>\n<\/div>\n<p>    <\/p>\n<h2 class=\"wp-block-heading\">AI is optimizing media buying and campaign performance<\/h2>\n<p class=\"wp-block-paragraph\">Netflix is a great example. Recently, the company used a predictive churn modeling system to identify at-risk subscribers and then targeted them with retention campaigns to reduce cancellations. The company also improved engagement by using AI to create and test personalized thumbnails and customize them to individual viewing habits.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Similar opportunities are emerging across sectors: <\/p>\n<ul class=\"wp-block-list\">\n<li>Retailers can use AI to personalize offers and store-level campaigns.<\/li>\n<li>Consumer goods companies can sharpen demand sensing and promotion effectiveness.<\/li>\n<li>Healthcare marketers can improve patient engagement with contextual messaging.<\/li>\n<li>B2B organizations can prioritize accounts, personalize journeys, and improve lead conversion.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">In the United States, the value of transactions processed through programmatic advertising, the automated purchase and sale of online advertising space in real time, crossed <a href=\"https:\/\/techbullion.com\/the-us-programmatic-advertising-market-automation-scale-and-efficiency\/\" target=\"_blank\" rel=\"noopener\">$271 billion last year<\/a>, accounting for more than 90% of all digital display ads.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">AI-enabled performance marketing platforms are saving time and money in media buying by automating ad placement bids and adjusting them on the fly to maximize outcomes within every budget. The platforms also predict the results of competing media strategies and allocate advertising spends across channels to reduce ad waste, improve ROI, and strengthen market responsiveness.<\/p>\n<p class=\"wp-block-paragraph\">Agentic AI systems are taking campaign optimization to new levels, with self-optimizing agents working independently to evaluate, test, and modify everything from creative elements to ad targeting to budgetary allocation. <\/p>\n<p class=\"wp-block-paragraph\">This signals the rise of the agentic marketing organization, where AI agents support planning, personalization, execution, optimization, and decision-making across the marketing value chain. For instance, one agency using AI for campaign management <a href=\"https:\/\/www.mindstudio.ai\/blog\/marketing-agencies\" target=\"_blank\" rel=\"noopener\">reduced<\/a> its cost per lead by 60% and its sales cycle time by 40% as its agent made optimization decisions every few hours rather than weekly.<\/p>\n<p class=\"wp-block-paragraph\">Sophisticated AI tools can attribute campaign results to the right channels, helping marketers calculate ROI more precisely. The tools analyze the customer journey end-to-end and across channels to apportion credit where it is due, rather than giving it all to the last touchpoint.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Besides alerting marketers to sudden changes in campaign performance, they produce readable performance reports, pinpoint the conversions directly influenced by advertisements, and help marketing leaders measure success through a broader scorecard that includes revenue impact, customer lifetime value, marketing productivity, and speed-to-market.<\/p>\n<h2 class=\"wp-block-heading\">AI agents are changing how campaigns get built and managed<\/h2>\n<p class=\"wp-block-paragraph\">The IAB estimates that this year, <a href=\"https:\/\/www.ana.net\/magazines\/show\/id\/news-2025-07-18-gen-ai-for-video-ads\" target=\"_blank\" rel=\"noopener\">40%<\/a> of video ads will be built from scratch or improved using generative AI. That\u2019s not all. Brand marketers can employ AI solutions to automate the entire creative lifecycle, from content creation and testing to real-time optimization. Instead of investing time and money in manually creating campaigns, they can use generative AI to build marketing assets within minutes at a very low cost.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Further, they can use AI platforms to test thousands of combinations of headlines, visuals, and calls to action simultaneously, continuously monitor campaigns in real time, and automatically reallocate budgets to the best-performing campaigns to increase returns.<\/p>\n<p class=\"wp-block-paragraph\">AI agents are automating A\/B testing by configuring and triggering tests for competing alternatives and dynamically adjusting test variables based on feedback. They generate variations of ad content and promotions and push them on different channels, predict outcomes, for example, a consumer\u2019s likely response to different messages, monitor performance metrics, and, based on that, reallocate spends. They also offer valuable insights, including the reasons behind a campaign\u2019s strong or disappointing performance.<\/p>\n<p class=\"wp-block-paragraph\">Autonomous agents are developing and implementing cross-platform strategies, including paid search, email, and social media, to orchestrate campaigns more effectively. Today, agents can draft plans based on real-time market signals such as popular search terms and channel performance, and forecast probable outcomes for different combinations of spend, messaging, and channel mix.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">From conducting competitor and market research to identifying opportunities, forecasting future trends, and executing plans at scale, agents can empower brand strategy with limited human intervention. As a result, marketing roles are evolving from campaign execution toward AI orchestration and decision intelligence management.<\/p>\n<h2 class=\"wp-block-heading\">AI transformation still requires human oversight<\/h2>\n<p class=\"wp-block-paragraph\">AI can bring unprecedented efficiency and speed to marketing operations. It can save valuable dollars by streamlining media buying, personalizing campaigns, automating content generation, and allocating budgets to the best-performing channels. Still, an AI-powered platform cannot ensure better performance unless it is accompanied by important organizational changes.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Companies need to ensure AI fluency and knowledge of responsible AI practices among marketing teams to scale implementations and realize full value. Successful AI transformation requires coordinated change across people, process, technology, governance, and measurement, not technology deployment alone.<\/p>\n<p class=\"wp-block-paragraph\">Organizations should also make sure to have human marketing experts in the loop to oversee what AI does, set ethical guardrails, and ensure that automation remains aligned with brand purpose and customer trust. Future marketing leaders will be defined by their ability to orchestrate AI, data, and human creativity at scale.<\/p>\n<p>The post <a href=\"https:\/\/martech.org\/the-next-ai-opportunity-is-deciding-where-to-spend\/\">The next AI opportunity is deciding where to spend<\/a> appeared first on <a href=\"https:\/\/martech.org\/\">MarTech<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"<p>AI is giving marketers more ways to change where money goes while a campaign is still running. Media bids, creative, targeting, channel mix, and budget allocation can increasingly be adjusted based on performance data without waiting for the next planning cycle. That shifts the value of AI from producing marketing faster to deciding where the &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/attentionmedia.io\/?p=11281\" class=\"more-link\">Read more<span class=\"screen-reader-text\"> &#8220;The next AI opportunity is deciding where to spend&#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-11281","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"featured_media_urls":{"thumbnail":["https:\/\/martech.org\/wp-content\/uploads\/2025\/05\/Multiple-options-concept-800x450.jpg",0,0,false],"medium":["https:\/\/martech.org\/wp-content\/uploads\/2025\/05\/Multiple-options-concept-800x450.jpg",0,0,false],"medium_large":["https:\/\/martech.org\/wp-content\/uploads\/2025\/05\/Multiple-options-concept-800x450.jpg",0,0,false],"large":["https:\/\/martech.org\/wp-content\/uploads\/2025\/05\/Multiple-options-concept-800x450.jpg",0,0,false],"1536x1536":["https:\/\/martech.org\/wp-content\/uploads\/2025\/05\/Multiple-options-concept-800x450.jpg",0,0,false],"2048x2048":["https:\/\/martech.org\/wp-content\/uploads\/2025\/05\/Multiple-options-concept-800x450.jpg",0,0,false],"inspiro-featured-image":["https:\/\/martech.org\/wp-content\/uploads\/2025\/05\/Multiple-options-concept-800x450.jpg",0,0,false],"inspiro-loop":["https:\/\/martech.org\/wp-content\/uploads\/2025\/05\/Multiple-options-concept-800x450.jpg",0,0,false],"inspiro-loop@2x":["https:\/\/martech.org\/wp-content\/uploads\/2025\/05\/Multiple-options-concept-800x450.jpg",0,0,false],"portfolio_item-thumbnail":["https:\/\/martech.org\/wp-content\/uploads\/2025\/05\/Multiple-options-concept-800x450.jpg",0,0,false],"portfolio_item-thumbnail@2x":["https:\/\/martech.org\/wp-content\/uploads\/2025\/05\/Multiple-options-concept-800x450.jpg",0,0,false],"portfolio_item-masonry":["https:\/\/martech.org\/wp-content\/uploads\/2025\/05\/Multiple-options-concept-800x450.jpg",0,0,false],"portfolio_item-masonry@2x":["https:\/\/martech.org\/wp-content\/uploads\/2025\/05\/Multiple-options-concept-800x450.jpg",0,0,false],"portfolio_item-thumbnail_cinema":["https:\/\/martech.org\/wp-content\/uploads\/2025\/05\/Multiple-options-concept-800x450.jpg",0,0,false],"portfolio_item-thumbnail_portrait":["https:\/\/martech.org\/wp-content\/uploads\/2025\/05\/Multiple-options-concept-800x450.jpg",0,0,false],"portfolio_item-thumbnail_portrait@2x":["https:\/\/martech.org\/wp-content\/uploads\/2025\/05\/Multiple-options-concept-800x450.jpg",0,0,false],"portfolio_item-thumbnail_square":["https:\/\/martech.org\/wp-content\/uploads\/2025\/05\/Multiple-options-concept-800x450.jpg",0,0,false]},"_links":{"self":[{"href":"https:\/\/attentionmedia.io\/index.php?rest_route=\/wp\/v2\/posts\/11281","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=11281"}],"version-history":[{"count":0,"href":"https:\/\/attentionmedia.io\/index.php?rest_route=\/wp\/v2\/posts\/11281\/revisions"}],"wp:attachment":[{"href":"https:\/\/attentionmedia.io\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=11281"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/attentionmedia.io\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=11281"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/attentionmedia.io\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=11281"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}