{"id":91437,"date":"2026-09-14T03:49:30","date_gmt":"2026-09-14T10:49:30","guid":{"rendered":"https:\/\/rightwave.com\/rwi\/?p=91437"},"modified":"2026-09-14T04:15:52","modified_gmt":"2026-09-14T11:15:52","slug":"your-ai-is-only-as-good-as-the-data-behind-it","status":"publish","type":"post","link":"https:\/\/rightwave.com\/rwi\/your-ai-is-only-as-good-as-the-data-behind-it","title":{"rendered":"Your AI Is Only as Good as the Data Behind It"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"91437\" class=\"elementor elementor-91437\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5d7c0653 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5d7c0653\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-274212e4\" data-id=\"274212e4\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-33cdbe5c elementor-widget elementor-widget-text-editor\" data-id=\"33cdbe5c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t\n<h2 class=\"wp-block-heading\"><\/h2>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4909487 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4909487\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0d91260\" data-id=\"0d91260\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a2e4266 elementor-widget elementor-widget-text-editor\" data-id=\"a2e4266\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p data-pm-slice=\"1 1 []\">AI is taking on a bigger role in marketing decisions. But there is a problem: many organizations are giving AI more authority before fixing the data it relies on.<\/p>\n<p>In a recent <strong>MarTech article, Constantine von Hoffman, Senior Editor at MarTech,<\/strong> highlights findings from Validity\u2019s <em>State of CRM Data Report 2026<\/em>.<\/p>\n<p>The gap is hard to ignore:<\/p>\n<ul data-spread=\"false\">\n<li>\n<p><strong>91%<\/strong> of marketers say data readiness is critical for AI adoption.<\/p>\n<\/li>\n<li>\n<p>Only <strong>21%<\/strong> believe their CRM data is very well prepared for AI.<\/p>\n<\/li>\n<li>\n<p><strong>45%<\/strong> are already using agentic AI capable of acting without human review.<\/p>\n<\/li>\n<li>\n<p><strong>62%<\/strong> believe poor CRM data has probably or definitely cost their organization revenue.<\/p>\n<\/li>\n<\/ul>\n<p>For Marketing Operations teams, this changes the conversation around data quality.<\/p>\n<h2>Bad data can now trigger bad decisions<\/h2>\n<p>Poor CRM data used to create inaccurate reports, bad segmentation and manual cleanup.<\/p>\n<p>With AI, the consequences can move much faster.<\/p>\n<p>An AI agent working from inaccurate or incomplete data could:<\/p>\n<ul data-spread=\"false\">\n<li>\n<p>Score the wrong lead<\/p>\n<\/li>\n<li>\n<p>Route an opportunity incorrectly<\/p>\n<\/li>\n<li>\n<p>Personalize a campaign using outdated information<\/p>\n<\/li>\n<li>\n<p>Recommend the wrong next action<\/p>\n<\/li>\n<li>\n<p>Reallocate effort or budget based on unreliable performance data<\/p>\n<\/li>\n<\/ul>\n<p>In other words, <strong>bad data is no longer just a reporting problem. It can become an automated decision.<\/strong><\/p>\n<h2>AI readiness starts with the foundation<\/h2>\n<p>Before connecting AI to CRM and marketing systems, organizations need to understand what the AI will actually see.<\/p>\n<p>Are customer and account records accurate?<\/p>\n<p>Are lifecycle stages consistently maintained?<\/p>\n<p>Are campaign, lead source and revenue fields trustworthy?<\/p>\n<p>Are integrations creating duplicates or conflicting values?<\/p>\n<p>Is there clear ownership of data quality and governance?<\/p>\n<p>If the answer to these questions is unclear, adding AI does not solve the problem. It can amplify it.<\/p>\n<h2>Data quality needs to be continuous<\/h2>\n<p>One of the most telling findings in the MarTech article is that <strong>39% of respondents said continuous automated monitoring that catches and fixes data issues in real time would most increase their confidence in CRM data.<\/strong><\/p>\n<p>That matters because CRM data is constantly changing.<\/p>\n<p>New records enter through forms, events, enrichment platforms, sales activity, integrations and third party sources. A one time database cleanup cannot keep pace with that.<\/p>\n<p>As AI becomes more embedded in Marketing Operations, data quality needs to move from a periodic project to an ongoing operating discipline.<\/p>\n<h2>Build the foundation before giving AI more authority<\/h2>\n<p>AI can make Marketing Operations faster, more responsive and increasingly autonomous.<\/p>\n<p>But autonomy requires trust.<\/p>\n<p>Before giving AI more control over campaigns, leads, reporting or revenue workflows, organizations need reliable data, clear governance and appropriate controls around what AI can access and change.<\/p>\n<p>Otherwise, AI may simply help the organization make the wrong decision faster.<\/p>\n<h3>Is your Marketing Operations stack ready for AI?<\/h3>\n<p>RightWave&#8217;s <strong>AI Readiness Audit<\/strong> helps you assess the data, systems, processes and governance foundations that AI will depend on before you scale adoption.<\/p>\n<p><strong>Identify the gaps before your AI does.<\/strong><\/p>\n<p><a href=\"https:\/\/rightwave.com\/rwi\/marketing-operations-ai-readiness-assessment-v2\">Get your AI Readiness Assessment \u2192<\/a><\/p>\n<div><hr \/><\/div>\n<p><strong>Source:<\/strong> This article draws on insights from <strong>\u201c<a href=\"https:\/\/martech.org\/marketers-know-ai-is-using-bad-data-to-make-decisions\/\" target=\"_blank\" rel=\"noopener\">Marketers know AI is using bad data to make decisions,\u201d by Constantine von Hoffman, Senior Editor at MarTech<\/a>, published by MarTech on August 28, 2026<\/strong>, based on findings from Validity\u2019s <em>State of CRM Data Report 2026<\/em>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>AI is taking on a bigger role in marketing decisions. But there is a problem: many organizations are giving AI more authority before fixing the data it relies on. In a recent MarTech article, Constantine von Hoffman, Senior Editor at MarTech, highlights findings from Validity\u2019s State of CRM Data Report 2026. The gap is hard&hellip;<\/p>\n","protected":false},"author":45,"featured_media":91443,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-91437","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-welcome"],"_links":{"self":[{"href":"https:\/\/rightwave.com\/rwi\/wp-json\/wp\/v2\/posts\/91437","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rightwave.com\/rwi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rightwave.com\/rwi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rightwave.com\/rwi\/wp-json\/wp\/v2\/users\/45"}],"replies":[{"embeddable":true,"href":"https:\/\/rightwave.com\/rwi\/wp-json\/wp\/v2\/comments?post=91437"}],"version-history":[{"count":7,"href":"https:\/\/rightwave.com\/rwi\/wp-json\/wp\/v2\/posts\/91437\/revisions"}],"predecessor-version":[{"id":91450,"href":"https:\/\/rightwave.com\/rwi\/wp-json\/wp\/v2\/posts\/91437\/revisions\/91450"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rightwave.com\/rwi\/wp-json\/wp\/v2\/media\/91443"}],"wp:attachment":[{"href":"https:\/\/rightwave.com\/rwi\/wp-json\/wp\/v2\/media?parent=91437"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rightwave.com\/rwi\/wp-json\/wp\/v2\/categories?post=91437"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rightwave.com\/rwi\/wp-json\/wp\/v2\/tags?post=91437"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}