{"id":30357,"date":"2026-09-14T14:22:34","date_gmt":"2026-09-14T20:22:34","guid":{"rendered":"https:\/\/catsy.com\/blog\/?p=30357"},"modified":"2026-09-23T11:05:56","modified_gmt":"2026-09-23T17:05:56","slug":"pim-harness-for-ai","status":"publish","type":"post","link":"https:\/\/catsy.com\/blog\/pim-harness-for-ai\/","title":{"rendered":"How PIM Acts as a Harness to Keep AI From Ruining Your Product Data"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"30357\" class=\"elementor elementor-30357\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-4ab1a4e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4ab1a4e\" 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-c090122\" data-id=\"c090122\" 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-5cebbf6 elementor-widget elementor-widget-text-editor\" data-id=\"5cebbf6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"catsy-hero-modern\"><style>\n.catsy-hero-modern,\n.catsy-hero-modern * {\n  box-sizing: border-box;\n}\n.catsy-hero-modern {\n  font-family: system-ui, -apple-system, BlinkMacSystemFont, \"Segoe UI\", Arial, sans-serif;\n  background: #ffffff;\n  color: #0f172a;\n  line-height: 1.7;\n}\n.catsy-hero-modern .hero-wrap {\n  max-width: 1120px;\n  margin: 0 auto;\n  padding: 40px 24px 0;\n}\n.catsy-hero-modern .hero {\n  position: relative;\n  overflow: hidden;\n  padding: 40px 40px 0;\n  text-align: center;\n  background:\n    radial-gradient(circle at 10% 20%, rgba(158,17,123,0.15), transparent 28%),\n    radial-gradient(circle at 90% 80%, rgba(243,177,61,0.10), transparent 28%),\n    #0F172A;\n  border-radius: 20px;\n}\n.catsy-hero-modern .hero::before {\n  content: \"\";\n  position: absolute;\n  width: 280px;\n  height: 280px;\n  top: -160px;\n  right: -120px;\n  border: 1px solid rgba(243,177,61,0.13);\n  border-radius: 50%;\n}\n.catsy-hero-modern .hero::after {\n  content: \"\";\n  position: absolute;\n  width: 320px;\n  height: 320px;\n  left: -180px;\n  bottom: -210px;\n  border: 1px solid rgba(255,255,255,0.06);\n  border-radius: 50%;\n}\n.catsy-hero-modern .hero-content {\n  position: relative;\n  z-index: 2;\n  max-width: 850px;\n  margin: 0 auto;\n}\n.catsy-hero-modern .category {\n  display: inline-flex;\n  align-items: center;\n  gap: 8px;\n  margin-bottom: 18px;\n  padding: 6px 14px;\n  color: #F3B13D;\n  background: rgba(243,177,61,0.08);\n  border: 1px solid rgba(243,177,61,0.25);\n  border-radius: 999px;\n  font-size: 11px;\n  font-weight: 800;\n  letter-spacing: 0.11em;\n  text-transform: uppercase;\n  animation: catsyFadeUp .65s ease both;\n}\n.catsy-hero-modern .category-dot {\n  width: 6px;\n  height: 6px;\n  background: #F3B13D;\n  border-radius: 50%;\n}\n.catsy-hero-modern h1 {\n  max-width: 780px;\n  margin: 0 auto 16px;\n  color: #ffffff;\n  font-size: clamp(1.85rem, 3.4vw, 2.6rem);\n  font-weight: 800;\n  line-height: 1.15;\n  letter-spacing: -0.03em;\n  animation: catsyFadeUp .7s .08s ease both;\n}\n.catsy-hero-modern .description {\n  max-width: 650px;\n  margin: 0 auto 20px;\n  color: #CBD5E1;\n  font-size: 1rem;\n  line-height: 1.65;\n  animation: catsyFadeUp .7s .16s ease both;\n}\n.catsy-hero-modern .meta {\n  display: flex;\n  align-items: center;\n  justify-content: center;\n  flex-wrap: wrap;\n  gap: 9px;\n  margin: 0 auto 24px;\n  color: #94A3B8;\n  font-size: 0.78rem;\n  font-weight: 600;\n  animation: catsyFadeUp .7s .24s ease both;\n}\n.catsy-hero-modern .meta-dot {\n  color: #F3B13D;\n}\n.catsy-hero-modern .image-area {\n  position: relative;\n  z-index: 2;\n  width: 100%;\n  max-width: 320px;\n  margin: 0 auto;\n  padding: 8px 8px 0;\n  background: rgba(255,255,255,0.05);\n  border: 1px solid rgba(255,255,255,0.10);\n  border-bottom: 0;\n  border-radius: 14px 14px 0 0;\n  box-shadow:\n    0 -10px 28px rgba(0,0,0,0.15),\n    0 0 40px rgba(158,17,123,0.06);\n  animation: catsyImageUp .85s .30s ease both;\n}\n.catsy-hero-modern .image-area img {\n  width: 100%;\n  max-width: 300px;\n  height: auto;\n  display: block;\n  margin: 0 auto;\n  border-radius: 8px 8px 0 0;\n  transition: transform .35s ease;\n}\n@media (hover:hover) {\n  .catsy-hero-modern .image-area:hover img {\n    transform: translateY(-4px);\n  }\n}\n@keyframes catsyFadeUp {\n  from { opacity: 0; transform: translateY(16px); }\n  to { opacity: 1; transform: translateY(0); }\n}\n@keyframes catsyImageUp {\n  from { opacity: 0; transform: translateY(24px) scale(.98); }\n  to { opacity: 1; transform: translateY(0) scale(1); }\n}\n@media (max-width: 768px) {\n  .catsy-hero-modern .hero-wrap { padding: 30px 18px 0; }\n  .catsy-hero-modern .hero { padding: 32px 28px 0; border-radius: 18px; }\n  .catsy-hero-modern h1 { font-size: 2rem; }\n  .catsy-hero-modern .image-area { max-width: 280px; }\n}\n@media (max-width: 520px) {\n  .catsy-hero-modern .hero-wrap { padding: 20px 12px 0; }\n  .catsy-hero-modern .hero { padding: 26px 18px 0; border-radius: 15px; }\n  .catsy-hero-modern h1 { font-size: 1.7rem; line-height: 1.15; }\n  .catsy-hero-modern .description { font-size: 0.92rem; }\n  .catsy-hero-modern .category { font-size: 9.5px; }\n  .catsy-hero-modern .meta { font-size: 0.72rem; margin-bottom: 18px; }\n  .catsy-hero-modern .image-area { max-width: 220px; }\n}\n@media (prefers-reduced-motion: reduce) {\n  .catsy-hero-modern .category, .catsy-hero-modern h1, .catsy-hero-modern .description, .catsy-hero-modern .meta, .catsy-hero-modern .image-area { animation: none !important; }\n  .catsy-hero-modern .image-area img { transition: none !important; }\n}\n<\/style>\n<div class=\"hero-wrap\">\n<div class=\"hero\">\n<div class=\"hero-content\">\n<div class=\"category\">\nAI Governance \u00b7 PIM Guide<\/div>\n<h1>How PIM Acts as a Harness to Keep AI From Ruining Your Product Data<\/h1>\n<p class=\"description\">Uncontrolled AI can damage product data. See how a PIM system limits AI agents with roles, human approval, and tool restrictions.<\/p>\n<div class=\"meta\">\nCeejay S Teku\n<span class=\"meta-dot\">\u2022<\/span>\nSeptember 14, 2026\n<\/div>\n<\/div>\n<div class=\"image-area\">\n<img decoding=\"async\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2024\/10\/2_pim-dam-erp-syncing-pdp-6.png\" alt=\"Catsy PIM and DAM syncing with ERP to keep validated, approved product data accurate on every product page\" loading=\"lazy\" \/>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\t\t\t\t\t\t<\/div>\n\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-057b030 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"057b030\" 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-a209f2c\" data-id=\"a209f2c\" 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-31b47f9 elementor-widget elementor-widget-text-editor\" data-id=\"31b47f9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div style=\"font-family: system-ui,-apple-system,BlinkMacSystemFont,'Segoe UI',Arial,sans-serif; background: #FFFFFF; color: #1e293b; line-height: 1.78; font-size: 17px; box-sizing: border-box;\">\n<div style=\"max-width: 1120px; margin: 0 auto; padding: 0 24px 72px; box-sizing: border-box;\">\n<div style=\"max-width: 860px; margin: 0 auto;\">\n\n<!-- ===== TABLE OF CONTENTS ===== -->\n<style>\n.catsy-toc-link{transition:transform .15s ease;}\n.catsy-toc-link .catsy-toc-dot{transition:background-color .15s ease, transform .15s ease;}\n.catsy-toc-link .catsy-toc-text{transition:color .15s ease;}\n.catsy-toc-link:hover .catsy-toc-text,\n.catsy-toc-link:focus-visible .catsy-toc-text{color:#1D4ED8 !important;text-decoration:underline;text-underline-offset:3px;}\n.catsy-toc-link:hover .catsy-toc-dot,\n.catsy-toc-link:focus-visible .catsy-toc-dot{background:#1D4ED8 !important;transform:translateX(2px);}\n.catsy-toc-link:focus-visible{outline:2px solid #1D4ED8;outline-offset:4px;border-radius:6px;}\n.catsy-key-terms summary{cursor:pointer;list-style:none;display:flex;align-items:center;justify-content:space-between;padding:18px 22px;}\n.catsy-key-terms summary::-webkit-details-marker{display:none;}\n.catsy-key-terms summary::after{content:\"+\";color:#9e117b;font-size:1.5rem;font-weight:800;line-height:1;}\n.catsy-key-terms[open] summary::after{content:\"\\2212\";}\n.catsy-key-terms .catsy-key-terms-body{padding:0 22px 22px;}\n@media (prefers-reduced-motion: reduce){.catsy-toc-link,.catsy-toc-link *{transition:none !important;transform:none !important;}}\n<\/style>\n\n<div style=\"margin: 0 0 34px; padding: 22px 24px 18px; background: #FFFFFF; border: 1px solid #CBD5E1; border-radius: 6px; box-sizing: border-box;\">\n<h2 style=\"margin: 0 0 14px; color: #0f172a; font-size: 1.3rem; font-weight: 800; letter-spacing: -0.01em; line-height: 1.2;\">Table of Contents<\/h2>\n<div style=\"position: relative;\">\n<div style=\"position: absolute; left: 10px; top: 20px; bottom: 20px; width: 2px; background: #94A3B8;\"><\/div>\n\n<a class=\"catsy-toc-link\" style=\"position: relative; display: flex; align-items: flex-start; gap: 14px; padding: 9px 0; text-decoration: none;\" href=\"#key-terms-to-know\" onmouseover=\"this.querySelector('.catsy-toc-dot').style.background='#1D4ED8';this.querySelector('.catsy-toc-dot').style.transform='translateX(2px)';this.querySelector('.catsy-toc-text').style.color='#1D4ED8';this.querySelector('.catsy-toc-text').style.textDecoration='underline';\" onmouseout=\"this.querySelector('.catsy-toc-dot').style.background='#9E117B';this.querySelector('.catsy-toc-dot').style.transform='translateX(0)';this.querySelector('.catsy-toc-text').style.color='#0f172a';this.querySelector('.catsy-toc-text').style.textDecoration='none';\">\n<span class=\"catsy-toc-dot\" style=\"flex: 0 0 22px; width: 22px; height: 22px; border-radius: 999px; background: #9E117B; color: #ffffff; display: flex; align-items: center; justify-content: center;\"><svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left:1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg><\/span>\n<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">Key Terms to Know<\/span>\n<\/a>\n\n<a class=\"catsy-toc-link\" style=\"position: relative; display: flex; align-items: flex-start; gap: 14px; padding: 9px 0; text-decoration: none;\" href=\"#what-uncontrolled-ai-does-to-a-catalog\" onmouseover=\"this.querySelector('.catsy-toc-dot').style.background='#1D4ED8';this.querySelector('.catsy-toc-dot').style.transform='translateX(2px)';this.querySelector('.catsy-toc-text').style.color='#1D4ED8';this.querySelector('.catsy-toc-text').style.textDecoration='underline';\" onmouseout=\"this.querySelector('.catsy-toc-dot').style.background='#9E117B';this.querySelector('.catsy-toc-dot').style.transform='translateX(0)';this.querySelector('.catsy-toc-text').style.color='#0f172a';this.querySelector('.catsy-toc-text').style.textDecoration='none';\">\n<span class=\"catsy-toc-dot\" style=\"flex: 0 0 22px; width: 22px; height: 22px; border-radius: 999px; background: #9E117B; color: #ffffff; display: flex; align-items: center; justify-content: center;\"><svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left:1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg><\/span>\n<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">What uncontrolled AI does to a catalog<\/span>\n<\/a>\n\n<a class=\"catsy-toc-link\" style=\"position: relative; display: flex; align-items: flex-start; gap: 14px; padding: 9px 0; text-decoration: none;\" href=\"#the-harness-that-keeps-ai-in-bounds\" onmouseover=\"this.querySelector('.catsy-toc-dot').style.background='#1D4ED8';this.querySelector('.catsy-toc-dot').style.transform='translateX(2px)';this.querySelector('.catsy-toc-text').style.color='#1D4ED8';this.querySelector('.catsy-toc-text').style.textDecoration='underline';\" onmouseout=\"this.querySelector('.catsy-toc-dot').style.background='#9E117B';this.querySelector('.catsy-toc-dot').style.transform='translateX(0)';this.querySelector('.catsy-toc-text').style.color='#0f172a';this.querySelector('.catsy-toc-text').style.textDecoration='none';\">\n<span class=\"catsy-toc-dot\" style=\"flex: 0 0 22px; width: 22px; height: 22px; border-radius: 999px; background: #9E117B; color: #ffffff; display: flex; align-items: center; justify-content: center;\"><svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left:1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg><\/span>\n<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">The harness that keeps AI in bounds<\/span>\n<\/a>\n\n<a class=\"catsy-toc-link\" style=\"position: relative; display: flex; align-items: flex-start; gap: 14px; padding: 9px 0; text-decoration: none;\" href=\"#give-each-agent-a-role-and-keep-it-in-its-lane\" onmouseover=\"this.querySelector('.catsy-toc-dot').style.background='#1D4ED8';this.querySelector('.catsy-toc-dot').style.transform='translateX(2px)';this.querySelector('.catsy-toc-text').style.color='#1D4ED8';this.querySelector('.catsy-toc-text').style.textDecoration='underline';\" onmouseout=\"this.querySelector('.catsy-toc-dot').style.background='#9E117B';this.querySelector('.catsy-toc-dot').style.transform='translateX(0)';this.querySelector('.catsy-toc-text').style.color='#0f172a';this.querySelector('.catsy-toc-text').style.textDecoration='none';\">\n<span class=\"catsy-toc-dot\" style=\"flex: 0 0 22px; width: 22px; height: 22px; border-radius: 999px; background: #9E117B; color: #ffffff; display: flex; align-items: center; justify-content: center;\"><svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left:1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg><\/span>\n<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">Give each agent a role and keep it in its lane<\/span>\n<\/a>\n\n<a class=\"catsy-toc-link\" style=\"position: relative; display: flex; align-items: flex-start; gap: 14px; padding: 9px 0; text-decoration: none;\" href=\"#keep-a-person-in-charge-of-what-gets-published\" onmouseover=\"this.querySelector('.catsy-toc-dot').style.background='#1D4ED8';this.querySelector('.catsy-toc-dot').style.transform='translateX(2px)';this.querySelector('.catsy-toc-text').style.color='#1D4ED8';this.querySelector('.catsy-toc-text').style.textDecoration='underline';\" onmouseout=\"this.querySelector('.catsy-toc-dot').style.background='#9E117B';this.querySelector('.catsy-toc-dot').style.transform='translateX(0)';this.querySelector('.catsy-toc-text').style.color='#0f172a';this.querySelector('.catsy-toc-text').style.textDecoration='none';\">\n<span class=\"catsy-toc-dot\" style=\"flex: 0 0 22px; width: 22px; height: 22px; border-radius: 999px; background: #9E117B; color: #ffffff; display: flex; align-items: center; justify-content: center;\"><svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left:1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg><\/span>\n<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">Keep a person in charge of what gets published<\/span>\n<\/a>\n\n<a class=\"catsy-toc-link\" style=\"position: relative; display: flex; align-items: flex-start; gap: 14px; padding: 9px 0; text-decoration: none;\" href=\"#hand-agents-only-the-tools-they-need\" onmouseover=\"this.querySelector('.catsy-toc-dot').style.background='#1D4ED8';this.querySelector('.catsy-toc-dot').style.transform='translateX(2px)';this.querySelector('.catsy-toc-text').style.color='#1D4ED8';this.querySelector('.catsy-toc-text').style.textDecoration='underline';\" onmouseout=\"this.querySelector('.catsy-toc-dot').style.background='#9E117B';this.querySelector('.catsy-toc-dot').style.transform='translateX(0)';this.querySelector('.catsy-toc-text').style.color='#0f172a';this.querySelector('.catsy-toc-text').style.textDecoration='none';\">\n<span class=\"catsy-toc-dot\" style=\"flex: 0 0 22px; width: 22px; height: 22px; border-radius: 999px; background: #9E117B; color: #ffffff; display: flex; align-items: center; justify-content: center;\"><svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left:1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg><\/span>\n<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">Hand agents only the tools they need<\/span>\n<\/a>\n\n<a class=\"catsy-toc-link\" style=\"position: relative; display: flex; align-items: flex-start; gap: 14px; padding: 9px 0; text-decoration: none;\" href=\"#where-catsy-fits\" onmouseover=\"this.querySelector('.catsy-toc-dot').style.background='#1D4ED8';this.querySelector('.catsy-toc-dot').style.transform='translateX(2px)';this.querySelector('.catsy-toc-text').style.color='#1D4ED8';this.querySelector('.catsy-toc-text').style.textDecoration='underline';\" onmouseout=\"this.querySelector('.catsy-toc-dot').style.background='#9E117B';this.querySelector('.catsy-toc-dot').style.transform='translateX(0)';this.querySelector('.catsy-toc-text').style.color='#0f172a';this.querySelector('.catsy-toc-text').style.textDecoration='none';\">\n<span class=\"catsy-toc-dot\" style=\"flex: 0 0 22px; width: 22px; height: 22px; border-radius: 999px; background: #9E117B; color: #ffffff; display: flex; align-items: center; justify-content: center;\"><svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left:1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg><\/span>\n<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">Where Catsy fits<\/span>\n<\/a>\n\n<a class=\"catsy-toc-link\" style=\"position: relative; display: flex; align-items: flex-start; gap: 14px; padding: 9px 0; text-decoration: none;\" href=\"#start-narrow\" onmouseover=\"this.querySelector('.catsy-toc-dot').style.background='#1D4ED8';this.querySelector('.catsy-toc-dot').style.transform='translateX(2px)';this.querySelector('.catsy-toc-text').style.color='#1D4ED8';this.querySelector('.catsy-toc-text').style.textDecoration='underline';\" onmouseout=\"this.querySelector('.catsy-toc-dot').style.background='#9E117B';this.querySelector('.catsy-toc-dot').style.transform='translateX(0)';this.querySelector('.catsy-toc-text').style.color='#0f172a';this.querySelector('.catsy-toc-text').style.textDecoration='none';\">\n<span class=\"catsy-toc-dot\" style=\"flex: 0 0 22px; width: 22px; height: 22px; border-radius: 999px; background: #9E117B; color: #ffffff; display: flex; align-items: center; justify-content: center;\"><svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left:1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg><\/span>\n<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">Start narrow<\/span>\n<\/a>\n\n<a class=\"catsy-toc-link\" style=\"position: relative; display: flex; align-items: flex-start; gap: 14px; padding: 9px 0; text-decoration: none;\" href=\"#key-takeaways\" onmouseover=\"this.querySelector('.catsy-toc-dot').style.background='#1D4ED8';this.querySelector('.catsy-toc-dot').style.transform='translateX(2px)';this.querySelector('.catsy-toc-text').style.color='#1D4ED8';this.querySelector('.catsy-toc-text').style.textDecoration='underline';\" onmouseout=\"this.querySelector('.catsy-toc-dot').style.background='#9E117B';this.querySelector('.catsy-toc-dot').style.transform='translateX(0)';this.querySelector('.catsy-toc-text').style.color='#0f172a';this.querySelector('.catsy-toc-text').style.textDecoration='none';\">\n<span class=\"catsy-toc-dot\" style=\"flex: 0 0 22px; width: 22px; height: 22px; border-radius: 999px; background: #9E117B; color: #ffffff; display: flex; align-items: center; justify-content: center;\"><svg width=\"14\" height=\"14\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.4\" stroke-linecap=\"round\" stroke-linejoin=\"round\" style=\"margin-left:1px;\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg><\/span>\n<span class=\"catsy-toc-text\" style=\"color: #0f172a; font-weight: 700; font-size: 1.02rem; line-height: 1.4; padding-top: 1px;\">Key Takeaways<\/span>\n<\/a>\n\n<\/div>\n<\/div>\n<!-- ===== END TABLE OF CONTENTS ===== -->\n\n<p style=\"margin: 0 0 18px; font-size: 1.04rem; line-height: 1.8;\"><strong style=\"color: #0f172a;\">AI can read a catalog with thousands of SKUs faster than any team.<\/strong> That speed is the appeal, but it is also the risk. An agent with open access to <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/catsy.com\/product-information-management-system\">product information management<\/a> data can rewrite a specification, change an attribute, or publish an unchecked claim just as quickly as it can fix a typo.<\/p>\n<p style=\"margin: 0 0 28px;\">But there are four failures worth watching for: inaccurate specifications, unauthorized attribute changes, inconsistent descriptions, and product claims nobody verified. Each of this starts as one record and then travels to every channel that receives it.<\/p>\n\n<!-- ===== KEY TERMS ===== -->\n<div style=\"margin: 0 0 20px;\">\n<div style=\"width: 38px; height: 4px; background: #F3B13D; border-radius: 999px; margin-bottom: 14px;\"><\/div>\n<h2 id=\"key-terms-to-know\" style=\"margin: 0 0 20px; scroll-margin-top: 100px; color: #0f172a; font-size: clamp(1.7rem,3vw,2.15rem); font-weight: 800; line-height: 1.2; letter-spacing: -0.035em;\">Key Terms to Know<\/h2>\n<\/div>\n<details class=\"catsy-key-terms\" style=\"margin: 0 0 34px; background: #F8FAFC; border: 1px solid #E2E8F0; border-radius: 14px; overflow: hidden;\">\n<summary style=\"color: #0f172a; font-weight: 800; font-size: 1.02rem;\">View Key Terms<\/summary>\n<div class=\"catsy-key-terms-body\" style=\"display: grid; gap: 12px;\">\n<p style=\"margin: 0; color: #334155;\"><strong style=\"color: #0f172a;\">AI agent:<\/strong> Software that uses an AI model to take actions, such as calling tools, instead of only answering questions.<\/p>\n<p style=\"margin: 0; color: #334155;\"><strong style=\"color: #0f172a;\">Excessive agency:<\/strong> OWASP&#8217;s term for giving an AI system too much functionality, too many permissions, or too much autonomy.<\/p>\n<p style=\"margin: 0; color: #334155;\"><strong style=\"color: #0f172a;\">Harness:<\/strong> Everything around an AI model that is not the model: the code, settings, and rules that supply tools and limits.<\/p>\n<p style=\"margin: 0; color: #334155;\"><strong style=\"color: #0f172a;\">Human-in-the-loop:<\/strong> A control that requires a person to approve an AI action before it takes effect.<\/p>\n<p style=\"margin: 0; color: #334155;\"><strong style=\"color: #0f172a;\">Model Context Protocol (MCP):<\/strong> An open standard that links AI applications to outside data and tools.<\/p>\n<p style=\"margin: 0; color: #334155;\"><strong style=\"color: #0f172a;\">Preemptive item disapproval:<\/strong> Google&#8217;s term for disapproving products that are likely to break its rules, such as those with price or availability mismatches.<\/p>\n<p style=\"margin: 0; color: #334155;\"><strong style=\"color: #0f172a;\">Product information management (PIM):<\/strong> Software that centralizes product data and publishes it to sales channels.<\/p>\n<p style=\"margin: 0; color: #334155;\"><strong style=\"color: #0f172a;\">Role-based access control (RBAC):<\/strong> A way to control access by tying permitted actions to roles instead of individual identities.<\/p>\n<p style=\"margin: 0; color: #334155;\"><strong style=\"color: #0f172a;\">Scope:<\/strong> The set of fields, actions, or data an AI agent is allowed to use.<\/p>\n<p style=\"margin: 0; color: #334155;\"><strong style=\"color: #0f172a;\">Tool:<\/strong> An action an agent is allowed to call, such as reading a product record or updating a field.<\/p>\n<p style=\"margin: 0; color: #334155;\"><strong style=\"color: #0f172a;\">Validation rules:<\/strong> Automated checks on formats, units, and approved values before data is accepted or published.<\/p>\n<\/div>\n<\/details>\n<!-- ===== END KEY TERMS =====-->\n\n<!-- SECTION 1 -->\n<div style=\"margin: 60px 0 20px;\">\n<div style=\"width: 38px; height: 4px; background: #F3B13D; border-radius: 999px; margin-bottom: 14px;\"><\/div>\n<h2 id=\"what-uncontrolled-ai-does-to-a-catalog\" style=\"margin: 0; scroll-margin-top: 100px; color: #0f172a; font-size: clamp(1.7rem,3vw,2.15rem); font-weight: 800; line-height: 1.2; letter-spacing: -0.035em;\">What uncontrolled AI does to a catalog<\/h2>\n<\/div>\n<p style=\"margin: 0 0 22px;\">Attributes are the weak spot, and in a B2B catalog a wrong thread size or voltage rating means the wrong part in the cart.<\/p>\n<p style=\"margin: 0 0 22px;\">Take this as an example: <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/arxiv.org\/abs\/2508.04266\">ShoppingBench<\/a> is an academic benchmark from Alibaba researchers, which put 17 language agents through shopping tasks, and the best one succeeded on fewer than half of them. In 60 failed runs from that agent, the largest share traced back to missing or mismatched product attributes. In one case, the agent recommended a black sandal after finding no match for the requested color. The test was a simulation with 2025-era models, so exact numbers will move. <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/www.gartner.com\/en\/newsroom\/press-releases\/2025-02-26-lack-of-ai-ready-data-puts-ai-projects-at-risk\">Gartner&#8217;s 2024 survey<\/a> found that 63% of organizations either lack the data management practices AI needs or are unsure they have them.<\/p>\n<p style=\"margin: 0 0 14px;\">The costs land on the channels you sell through and on the customers who buy. Here are more examples of the same problem:<\/p>\n<div style=\"display: grid; gap: 16px; margin: 0 0 22px;\">\n<div style=\"color: #334155;\"><strong style=\"color: #0f172a;\">Rejected listings.<\/strong> <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/support.google.com\/merchants\/answer\/7052112\">Google Merchant Center<\/a> says products may be disapproved when data does not match the website or the product data specification. A price or availability mismatch triggers <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/support.google.com\/merchants\/answer\/13693497\">preemptive item disapproval<\/a>, and other data quality violations left unfixed after a 28-day warning can suspend the account.<\/div>\n<div style=\"color: #334155;\"><strong style=\"color: #0f172a;\">Returns and complaints.<\/strong> In a <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/kpmg.com\/de\/en\/media\/press-releases\/2025\/12\/retouren-als-chance-kundenerwartungen-verstehen-huerden-verringern.html\">KPMG and EHI survey<\/a> of 500 German consumers, 60.4% cited inaccurate descriptions or mismatched images as a reason for returns. <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/nrf.com\/research\/2025-retail-returns-landscape\">NRF<\/a> projects $849.9 billion in U.S. returns for 2025, though not all of that comes from bad data.<\/div>\n<div style=\"color: #334155;\"><strong style=\"color: #0f172a;\">Lost trust.<\/strong> The same KPMG survey found that 36.6% of consumers did not shop with the same retailer again after a negative return experience.<\/div>\n<div style=\"color: #334155;\"><strong style=\"color: #0f172a;\">Unsupported claims.<\/strong> A safety or compliance statement nobody verified is still a claim your company published. <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/www.gartner.com\/en\/newsroom\/press-releases\/2025-06-25-gartner-predicts-over-40-percent-of-agentic-ai-projects-will-be-canceled-by-end-of-2027\">Gartner predicts<\/a> that over 40% of agentic AI projects will be canceled by the end of 2027, citing rising costs, unclear value, or inadequate risk controls.<\/div>\n<\/div>\n<p style=\"margin: 0 0 22px;\">None of this needs a malicious agent. <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/genai.owasp.org\/llm-top-10\/\">Open Worldwide Application Security Project (OWASP)<\/a> calls the underlying flaw excessive agency, which lets damaging actions happen whatever causes the model to malfunction. Usually, it boils down to these three root causes: there&#8217;s too much functionality, too many permissions, and too much autonomy.<\/p>\n<p style=\"margin: 0 0 28px;\">These three map to the three controls below.<\/p>\n\n<!-- SECTION 2 -->\n<div style=\"margin: 60px 0 20px;\">\n<div style=\"width: 38px; height: 4px; background: #9E117B; border-radius: 999px; margin-bottom: 14px;\"><\/div>\n<h2 id=\"the-harness-that-keeps-ai-in-bounds\" style=\"margin: 0; scroll-margin-top: 100px; color: #0f172a; font-size: clamp(1.7rem,3vw,2.15rem); font-weight: 800; line-height: 1.2; letter-spacing: -0.035em;\">The harness that keeps AI in bounds<\/h2>\n<\/div>\n\n<figure style=\"margin: 0 0 34px;\">\n<img decoding=\"async\" style=\"width: 100%; max-width: 720px; height: auto; display: block; margin: 0 auto; border-radius: 16px;\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/pim-harness-for-ai1-e1790102392831.png\" alt=\"Diagram showing how a PIM stops one AI error from reaching every channel through tool limits, RBAC scope, validation, human approval, and channel rules\" loading=\"lazy\" \/>\n<figcaption style=\"max-width: 720px; margin: 10px auto 0; text-align: center; color: #64748b; font-size: 0.88rem;\">The model proposes. The harness decides what can act, change, and publish.<\/figcaption>\n<\/figure>\n\n<p style=\"margin: 0 0 22px;\">Engineers call the controls around a model a harness, and LangChain sums it up as <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/docs.langchain.com\/oss\/python\/langchain\/agents\">&#8220;Agent = Model + Harness&#8221;<\/a>. A connection alone is not a control. The Model Context Protocol (MCP), an open standard that links AI tools to outside systems, says it cannot enforce consent rules by itself and tells implementers to <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/modelcontextprotocol.io\/specification\/2025-06-18\">build authorization flows into their applications<\/a>.<\/p>\n<p style=\"margin: 0 0 28px;\">A PIM system (see <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/catsy.com\/product-information-management-system\">what a PIM is<\/a>) is a natural home for those controls. It already holds the approved product record and the rules for changing it.<\/p>\n\n<!-- SECTION 3 -->\n<div style=\"margin: 60px 0 20px;\">\n<div style=\"width: 38px; height: 4px; background: #F3B13D; border-radius: 999px; margin-bottom: 14px;\"><\/div>\n<h2 id=\"give-each-agent-a-role-and-keep-it-in-its-lane\" style=\"margin: 0; scroll-margin-top: 100px; color: #0f172a; font-size: clamp(1.7rem,3vw,2.15rem); font-weight: 800; line-height: 1.2; letter-spacing: -0.035em;\">Give each agent a role and keep it in its lane<\/h2>\n<\/div>\n<p style=\"margin: 0 0 22px;\"><a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/csrc.nist.gov\/projects\/role-based-access-control\">Role-based access control (RBAC)<\/a> ties permitted actions to roles instead of individual identities. NIST describes a role as a collection of access authorizations that reflects the permissions needed to perform a defined function. For AI, that means each agent gets its own role with a narrow scope.<\/p>\n<p style=\"margin: 0 0 22px;\">Take a distributor of industrial pumps, as an illustration. A description agent may read technical specifications and write to the description field. It may not change prices, and it may not touch certifications or other regulatory fields. Catsy&#8217;s own guide makes the same point about a classification helper, which has no business accessing pricing.<\/p>\n\n<figure style=\"margin: 34px 0 34px;\">\n<img decoding=\"async\" style=\"width: 100%; max-width: 720px; height: auto; display: block; margin: 0 auto; border-radius: 16px;\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/pim-harness-for-ai2-e1790102426951.png\" alt=\"Table showing what a description agent can and cannot do across technical specs, product description, price, certifications, regulatory claims, catalog attributes, and channel publishing\" loading=\"lazy\" \/>\n<figcaption style=\"max-width: 720px; margin: 10px auto 0; text-align: center; color: #64748b; font-size: 0.88rem;\">Outside the role or toolset means impossible, not merely discouraged.<\/figcaption>\n<\/figure>\n\n<p style=\"margin: 0 0 28px;\">The limit has to be enforced by the system, not requested from the model. <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/genai.owasp.org\/llm-top-10\/\">OWASP<\/a> recommends implementing authorization in downstream systems rather than relying on the model to decide what is allowed. An agent that uses a product database for recommendations might need only read access to a products table, with no ability to insert, update, or delete.<\/p>\n\n<!-- SECTION 4 -->\n<div style=\"margin: 60px 0 20px;\">\n<div style=\"width: 38px; height: 4px; background: #9E117B; border-radius: 999px; margin-bottom: 14px;\"><\/div>\n<h2 id=\"keep-a-person-in-charge-of-what-gets-published\" style=\"margin: 0; scroll-margin-top: 100px; color: #0f172a; font-size: clamp(1.7rem,3vw,2.15rem); font-weight: 800; line-height: 1.2; letter-spacing: -0.035em;\">Keep a person in charge of what gets published<\/h2>\n<\/div>\n<p style=\"margin: 0 0 22px;\">Human-in-the-loop means a person must approve an action before it takes effect. OWASP recommends this for high-impact actions. In product data, AI can draft descriptions, classify products, and enrich attributes from images and specs. A qualified employee approves the work before publication.<\/p>\n<p style=\"margin: 0 0 22px;\">Risk should set the strictness. A unit format fix that passes validation can move quickly. However, higher-risk changes need closer review.<\/p>\n<p style=\"margin: 0 0 22px;\">For example, a chemical distributor may use AI to standardize package sizes across its catalog, but any change to a hazard warning or Safety Data Sheet should require approval from a product safety specialist.<\/p>\n<p style=\"margin: 0 0 28px;\"><a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/www.osha.gov\/hazcom\">OSHA (Occupational Safety and Health Administration)<\/a> requires chemical manufacturers, importers, and distributors to communicate accurate hazard information through labels and safety data sheets. If the change affects many products, a second compliance reviewer should approve it before publication.<\/p>\n\n<!-- SECTION 5 -->\n<div style=\"margin: 60px 0 20px;\">\n<div style=\"width: 38px; height: 4px; background: #F3B13D; border-radius: 999px; margin-bottom: 14px;\"><\/div>\n<h2 id=\"hand-agents-only-the-tools-they-need\" style=\"margin: 0; scroll-margin-top: 100px; color: #0f172a; font-size: clamp(1.7rem,3vw,2.15rem); font-weight: 800; line-height: 1.2; letter-spacing: -0.035em;\">Hand agents only the tools they need<\/h2>\n<\/div>\n<p style=\"margin: 0 0 22px;\">A tool is an action an agent is allowed to call, such as reading a product or updating a field. OWASP advises limiting agents to the minimum tools necessary and avoiding open-ended ones. MCP says hosts must obtain explicit user consent before invoking any tool.<\/p>\n<p style=\"margin: 0 0 28px;\">The practical result is simple. An agent can do only what its tools and permissions allow. If it has no tool for creating attributes, it cannot create them, so the structure of the catalog stays intact.<\/p>\n\n<!-- SECTION 6 -->\n<div style=\"margin: 60px 0 20px;\">\n<div style=\"width: 38px; height: 4px; background: #9E117B; border-radius: 999px; margin-bottom: 14px;\"><\/div>\n<h2 id=\"where-catsy-fits\" style=\"margin: 0; scroll-margin-top: 100px; color: #0f172a; font-size: clamp(1.7rem,3vw,2.15rem); font-weight: 800; line-height: 1.2; letter-spacing: -0.035em;\">Where Catsy fits<\/h2>\n<\/div>\n<p style=\"margin: 0 0 22px;\">Catsy is an integrated PIM and DAM platform, and several of these controls are part of how it works. Its PIM lists advanced user permissions for internal teams and external partners, and its data governance tools cover ownership, validation, and role-based rights. Approval workflows route content to reviewers, and automated checks validate required fields, image specs, and compliance markers before a product goes live. According to Catsy&#8217;s AI governance guide, these controls apply whether a person or a model wrote the content.<\/p>\n<p style=\"margin: 0 0 28px;\">For AI access, Catsy offers an MCP server that connects AI systems to its PIM and DAM data. Its comparison of MCP and API connections helps choose the right link for each job, and its <a style=\"color: #9e117b; text-decoration: none; font-weight: 600;\" href=\"https:\/\/catsy.com\/blog\/product-data-quality-standards\/\">guide to product data quality standards<\/a> covers writing the rules agents must meet. Rules also matter downstream, since channel templates shape data for each destination.<\/p>\n\n<!-- ===== CLOSING CTA BOX ===== -->\n<div style=\"margin: 64px 0 0; padding: 36px 34px; background: #0F172A; border-radius: 20px; text-align: left;\">\n<div style=\"display: inline-block; margin-bottom: 15px; padding: 5px 11px; background: rgba(243,177,61,.10); border: 1px solid rgba(243,177,61,.25); border-radius: 999px; color: #f3b13d; font-size: .72rem; font-weight: 800; text-transform: uppercase; letter-spacing: .1em;\">AI GOVERNANCE<\/div>\n<h2 id=\"start-narrow\" style=\"margin: 0 0 14px; scroll-margin-top: 100px; color: #ffffff; font-size: clamp(1.65rem,3vw,2.1rem); font-weight: 800; line-height: 1.2; letter-spacing: -0.03em;\">Start narrow<\/h2>\n<p style=\"margin: 0 0 20px; color: #cbd5e1; line-height: 1.75;\">Pick one agent and one task. Give it read access, a scoped write permission for a single field, and an approval step before anything publishes. Watch the corrections and rejections for a few weeks, then widen its scope only if the numbers hold. To see these controls on your own catalog, request a demo.<\/p>\n<a style=\"display: inline-block; padding: 13px 26px; background: #9E117B; color: #ffffff; text-decoration: none; font-weight: 800; border-radius: 8px; font-size: .95rem;\" href=\"https:\/\/catsy.com\/request-demo\">Request a Demo<\/a>\n<\/div>\n\n<!-- ===== KEY TAKEAWAYS BOX ===== -->\n<div style=\"margin: 64px 0 24px; padding: 30px 30px 28px; background: #F8FAFC; border: 1px solid #E2E8F0; border-radius: 18px;\">\n<div style=\"width: 38px; height: 4px; background: #9E117B; border-radius: 999px; margin-bottom: 14px;\"><\/div>\n<div style=\"display: flex; align-items: center; gap: 10px; margin-bottom: 20px;\">\n<h2 id=\"key-takeaways\" style=\"margin: 0; scroll-margin-top: 100px; color: #0f172a; font-size: 1.65rem; font-weight: 800; letter-spacing: -0.025em;\">Key Takeaways<\/h2>\n<\/div>\n<div style=\"display: grid; gap: 14px;\">\n<div style=\"display: flex; align-items: flex-start; gap: 10px; color: #334155;\"><span style=\"flex: 0 0 auto; color: #9e117b; font-weight: 900;\">01.<\/span><span>Give each AI agent its own role and a narrow scope, and enforce the limit in the PIM, not in the prompt.<\/span><\/div>\n<div style=\"display: flex; align-items: flex-start; gap: 10px; color: #334155;\"><span style=\"flex: 0 0 auto; color: #9e117b; font-weight: 900;\">02.<\/span><span>Let AI draft, classify, and enrich, but require a qualified person to approve sensitive work before it publishes.<\/span><\/div>\n<div style=\"display: flex; align-items: flex-start; gap: 10px; color: #334155;\"><span style=\"flex: 0 0 auto; color: #9e117b; font-weight: 900;\">03.<\/span><span>Match approval strictness to risk: light checks for format fixes, named reviewers for safety, compliance, price, and bulk changes.<\/span><\/div>\n<div style=\"display: flex; align-items: flex-start; gap: 10px; color: #334155;\"><span style=\"flex: 0 0 auto; color: #9e117b; font-weight: 900;\">04.<\/span><span>Give agents only the tools their task needs, so they cannot change the catalog structure they were never meant to touch.<\/span><\/div>\n<div style=\"display: flex; align-items: flex-start; gap: 10px; color: #334155;\"><span style=\"flex: 0 0 auto; color: #9e117b; font-weight: 900;\">05.<\/span><span>Start with one agent, one task, and one scoped field, and widen access only after corrections and rejections stay low.<\/span><\/div>\n<\/div>\n<\/div>\n\n<\/div>\n<\/div>\n<\/div>\n\n<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@graph\": [\n    {\n      \"@type\": \"Article\",\n      \"headline\": \"How PIM Acts as a Harness to Keep AI From Ruining Your Product Data\",\n      \"description\": \"Uncontrolled AI can damage product data. 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  \"@type\": \"ImageObject\",\n        \"url\": \"[TO FILL: Catsy logo URL for schema]\"\n      }\n    }\n  ]\n}\n<\/script>\t\t\t\t\t\t<\/div>\n\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-aa013d5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"aa013d5\" 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-d6d722a\" data-id=\"d6d722a\" 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-a4d94b7 elementor-widget elementor-widget-video\" data-id=\"a4d94b7\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=ZxDcjsUHBgg&quot;,&quot;loop&quot;:&quot;yes&quot;,&quot;modestbranding&quot;:&quot;yes&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-24953cc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"24953cc\" 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-6abc893\" data-id=\"6abc893\" 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-e4d1378 elementor-align-right elementor-widget elementor-widget-global elementor-global-9870 elementor-widget-button\" data-id=\"e4d1378\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/catsy.com\/request-demo\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Book a Demo!<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-ae8ed65 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ae8ed65\" 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-f0cd077\" data-id=\"f0cd077\" 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-ace78f2 elementor-widget-divider--view-line_text elementor-widget-divider--element-align-left elementor-widget elementor-widget-global elementor-global-9437 elementor-widget-divider\" data-id=\"ace78f2\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t\t<span class=\"elementor-divider__text elementor-divider__element\">\n\t\t\t\tFAQs\t\t\t\t<\/span>\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c68533f elementor-widget elementor-widget-toggle\" data-id=\"c68533f\" data-element_type=\"widget\" data-widget_type=\"toggle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-toggle\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2081\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-2081\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"far fa-question-circle\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-check-circle\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">What is AI governance in a PIM system? <\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2081\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-2081\"><p><span style=\"font-weight: 400;\">The policies, permissions, and reviews that control what AI can change or publish in your product data, plus the record of who approved it.<\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2082\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-2082\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"far fa-question-circle\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-check-circle\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">What is the difference between assistive AI and an AI agent?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2082\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-2082\"><p><span style=\"font-weight: 400;\">Assistive AI suggests and waits for a person. An agent carries out the action itself, so it needs explicit permission limits.<\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2083\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-2083\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"far fa-question-circle\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-check-circle\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">What is MCP, and why does it matter here?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2083\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-2083\"><p><span style=\"font-weight: 400;\">Model Context Protocol is an open standard for connecting AI tools to systems like a PIM. It gives you one place to limit access and require approval.<\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2084\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"button\" aria-controls=\"elementor-tab-content-2084\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"far fa-question-circle\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-check-circle\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">Does governing AI slow the workflow down?<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2084\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"region\" aria-labelledby=\"elementor-tab-title-2084\"><p><span style=\"font-weight: 400;\">Not if review scales with risk. Approve high-confidence output in bulk and send only weak or high-impact items to a person.<\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2085\" class=\"elementor-tab-title\" data-tab=\"5\" role=\"button\" aria-controls=\"elementor-tab-content-2085\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"far fa-question-circle\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-check-circle\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">How is this connected to brand safety? <\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-2085\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"5\" role=\"region\" aria-labelledby=\"elementor-tab-title-2085\"><p><span style=\"font-weight: 400;\">Unreviewed AI content becomes a brand safety problem the moment a buyer or shopping agent sees the wrong claim or a missing compliance detail.<\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-e00f6c1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e00f6c1\" 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-ae22873\" data-id=\"ae22873\" 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-d97b4a7 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"d97b4a7\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-d41849d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d41849d\" 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-33 elementor-top-column elementor-element elementor-element-42aa7bf\" data-id=\"42aa7bf\" 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-dd43faf elementor-author-box--avatar-yes elementor-author-box--name-yes elementor-author-box--biography-yes elementor-author-box--link-no elementor-widget elementor-widget-global elementor-global-9443 elementor-widget-author-box\" data-id=\"dd43faf\" data-element_type=\"widget\" data-widget_type=\"author-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-author-box\">\n\t\t\t\t\t\t\t<div  class=\"elementor-author-box__avatar\">\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/secure.gravatar.com\/avatar\/777ba477362be24eee70c7480944b652?s=300&amp;d=mm&amp;r=g\" alt=\"Ceejay S Teku\" loading=\"lazy\">\n\t\t\t\t<\/div>\n\t\t\t\n\t\t\t<div class=\"elementor-author-box__text\">\n\t\t\t\t\t\t\t\t\t<div >\n\t\t\t\t\t\t<h4 class=\"elementor-author-box__name\">\n\t\t\t\t\t\t\tCeejay S Teku\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-author-box__bio\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-93b3e07 elementor-widget elementor-widget-global elementor-global-9446 elementor-widget-post-info\" data-id=\"93b3e07\" data-element_type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-c8acb19 elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t<a href=\"https:\/\/catsy.com\/blog\/2026\/09\/14\/\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-calendar\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\tSeptember 14, 2026\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-106187e\" data-id=\"106187e\" 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-5d6ae87 elementor-widget elementor-widget-spacer\" data-id=\"5d6ae87\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6dfdc8f elementor-widget-divider--view-line_text elementor-widget-divider--element-align-left elementor-widget elementor-widget-global elementor-global-9449 elementor-widget-divider\" data-id=\"6dfdc8f\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t\t<span class=\"elementor-divider__text elementor-divider__element\">\n\t\t\t\tSHARE\t\t\t\t<\/span>\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-48c718d\" data-id=\"48c718d\" 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-0ae0a49 elementor-widget elementor-widget-spacer\" data-id=\"0ae0a49\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-08c0fb1 elementor-share-buttons--view-icon elementor-share-buttons--skin-minimal elementor-share-buttons--shape-rounded elementor-grid-0 elementor-share-buttons--color-official elementor-widget elementor-widget-global elementor-global-9452 elementor-widget-share-buttons\" data-id=\"08c0fb1\" data-element_type=\"widget\" data-widget_type=\"share-buttons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-grid\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_facebook\" tabindex=\"0\" aria-label=\"Share on facebook\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-facebook\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_twitter\" tabindex=\"0\" aria-label=\"Share on twitter\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-twitter\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t<div 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data-id=\"80c11cf\" 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-424d490 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"424d490\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-6e20307 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6e20307\" data-element_type=\"section\">\n\t\t\t\t\t\t<div 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data-settings=\"{&quot;cards_columns&quot;:&quot;3&quot;,&quot;cards_columns_tablet&quot;:&quot;2&quot;,&quot;cards_columns_mobile&quot;:&quot;1&quot;,&quot;cards_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:35,&quot;sizes&quot;:[]},&quot;cards_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;cards_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.cards\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-cards elementor-grid\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-30438 post type-post status-publish format-standard has-post-thumbnail hentry category-pim\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/catsy.com\/blog\/faceted-search-product-data\/\" ><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/Faceted-Search-Product-DataCOVER-300x158.png\" class=\"attachment-medium size-medium wp-image-30440\" alt=\"\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/Faceted-Search-Product-DataCOVER-300x158.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/Faceted-Search-Product-DataCOVER-1024x538.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/Faceted-Search-Product-DataCOVER-768x403.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/Faceted-Search-Product-DataCOVER-1536x807.png 1536w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/Faceted-Search-Product-DataCOVER-2048x1075.png 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" loading=\"lazy\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/catsy.com\/blog\/faceted-search-product-data\/\" >\n\t\t\t\tWhy Shoppers Can&#8217;t Filter Your Products (And What Faceted Search Actually Needs From Your Data)\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/catsy.com\/blog\/faceted-search-product-data\/\" >\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tCeejay S Teku\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tOctober 2, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-30434 post type-post status-publish format-standard has-post-thumbnail hentry category-pim\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/catsy.com\/blog\/seasonal-sku-management\/\" ><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/seasonal-SKU-managementcover-300x158.png\" class=\"attachment-medium size-medium wp-image-30433\" alt=\"\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/seasonal-SKU-managementcover-300x158.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/seasonal-SKU-managementcover-1024x538.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/seasonal-SKU-managementcover-768x403.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/seasonal-SKU-managementcover-1536x807.png 1536w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/10\/seasonal-SKU-managementcover-2048x1075.png 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" loading=\"lazy\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/catsy.com\/blog\/seasonal-sku-management\/\" >\n\t\t\t\tManaging Seasonal and Promotional SKUs Without Cluttering Your Live Catalog\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/catsy.com\/blog\/seasonal-sku-management\/\" >\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tCeejay S Teku\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tOctober 2, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-30425 post type-post status-publish format-standard has-post-thumbnail hentry category-pim\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/catsy.com\/blog\/why-your-team-keeps-reformatting-the-same-product-data-for-every-distributor\/\" ><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/distributor-spec-templates3-300x158.png\" class=\"attachment-medium size-medium wp-image-30424\" alt=\"\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/distributor-spec-templates3-300x158.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/distributor-spec-templates3-1024x538.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/distributor-spec-templates3-768x403.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/distributor-spec-templates3-1536x807.png 1536w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/distributor-spec-templates3-2048x1075.png 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" loading=\"lazy\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/catsy.com\/blog\/why-your-team-keeps-reformatting-the-same-product-data-for-every-distributor\/\" >\n\t\t\t\tWhy Your Team Keeps Reformatting the Same Product Data for Every Distributor\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/catsy.com\/blog\/why-your-team-keeps-reformatting-the-same-product-data-for-every-distributor\/\" >\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tCeejay S Teku\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tSeptember 28, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-30414 post type-post status-publish format-standard has-post-thumbnail hentry category-pim\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/catsy.com\/blog\/why-your-product-taxonomy-breaks-down-as-your-catalog-grows\/\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-taxonomy-managementcover-300x158.png\" class=\"attachment-medium size-medium wp-image-30421\" alt=\"\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-taxonomy-managementcover-300x158.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-taxonomy-managementcover-1024x538.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-taxonomy-managementcover-768x403.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-taxonomy-managementcover-1536x807.png 1536w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-taxonomy-managementcover-2048x1075.png 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/catsy.com\/blog\/why-your-product-taxonomy-breaks-down-as-your-catalog-grows\/\" >\n\t\t\t\tWhy Your Product Taxonomy Breaks Down as Your Catalog Grows\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/catsy.com\/blog\/why-your-product-taxonomy-breaks-down-as-your-catalog-grows\/\" >\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tCeejay S Teku\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tSeptember 25, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-30376 post type-post status-publish format-standard has-post-thumbnail hentry category-pim\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/catsy.com\/blog\/product-relationship-data-model\/\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-relationship-data-model.2-300x158.png\" class=\"attachment-medium size-medium wp-image-30379\" alt=\"\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-relationship-data-model.2-300x158.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-relationship-data-model.2-1024x538.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-relationship-data-model.2-768x403.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-relationship-data-model.2-1536x807.png 1536w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-relationship-data-model.2-2048x1075.png 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/catsy.com\/blog\/product-relationship-data-model\/\" >\n\t\t\t\tHow to Build a Product Relationship Data Model for Complex B2B Catalogs\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/catsy.com\/blog\/product-relationship-data-model\/\" >\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tCeejay S Teku\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tSeptember 23, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-30357 post type-post status-publish format-standard has-post-thumbnail hentry category-pim\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/catsy.com\/blog\/pim-harness-for-ai\/\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/aigovernance-1-300x158.png\" class=\"attachment-medium size-medium wp-image-30396\" alt=\"\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/aigovernance-1-300x158.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/aigovernance-1-1024x538.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/aigovernance-1-768x403.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/aigovernance-1-1536x807.png 1536w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/aigovernance-1-2048x1075.png 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/catsy.com\/blog\/pim-harness-for-ai\/\" >\n\t\t\t\tHow PIM Acts as a Harness to Keep AI From Ruining Your Product Data\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/catsy.com\/blog\/pim-harness-for-ai\/\" >\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tCeejay S Teku\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tSeptember 14, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-30345 post type-post status-publish format-standard has-post-thumbnail hentry category-pim\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/catsy.com\/blog\/product-data-quality-standards\/\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-quality-standards-300x158.png\" class=\"attachment-medium size-medium wp-image-30347\" alt=\"\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-quality-standards-300x158.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-quality-standards-1024x538.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-quality-standards-768x403.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-quality-standards-1536x807.png 1536w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-quality-standards-2048x1075.png 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/catsy.com\/blog\/product-data-quality-standards\/\" >\n\t\t\t\tHow to Set Product Data Quality Standards for Product Listings\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/catsy.com\/blog\/product-data-quality-standards\/\" >\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tCeejay S Teku\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tSeptember 14, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-30273 post type-post status-publish format-standard has-post-thumbnail hentry category-pim\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/catsy.com\/blog\/product-data-change-impact-analysis\/\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-change-impact-analysis--300x158.png\" class=\"attachment-medium size-medium wp-image-30325\" alt=\"\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-change-impact-analysis--300x158.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-change-impact-analysis--1024x538.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-change-impact-analysis--768x403.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-change-impact-analysis--1536x807.png 1536w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/product-data-change-impact-analysis--2048x1075.png 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/catsy.com\/blog\/product-data-change-impact-analysis\/\" >\n\t\t\t\tProduct Spec Change Management: How to Update Data Without Channel Errors\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/catsy.com\/blog\/product-data-change-impact-analysis\/\" >\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tCeejay S Teku\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tSeptember 8, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-30252 post type-post status-publish format-standard has-post-thumbnail hentry category-pim\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/catsy.com\/blog\/pim-mcp-vs-api-which-product-data-connection-fits-your-workflow\/\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/pim-mcp-vs-api-product-data-connection-300x158.png\" class=\"attachment-medium size-medium wp-image-30255\" alt=\"\" srcset=\"https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/pim-mcp-vs-api-product-data-connection-300x158.png 300w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/pim-mcp-vs-api-product-data-connection-1024x538.png 1024w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/pim-mcp-vs-api-product-data-connection-768x403.png 768w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/pim-mcp-vs-api-product-data-connection-1536x807.png 1536w, https:\/\/catsy.com\/blog\/wp-content\/uploads\/2026\/09\/pim-mcp-vs-api-product-data-connection-2048x1075.png 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/catsy.com\/blog\/pim-mcp-vs-api-which-product-data-connection-fits-your-workflow\/\" >\n\t\t\t\tPIM MCP vs API Which Product-Data Connection Fits Your Workflow\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/catsy.com\/blog\/pim-mcp-vs-api-which-product-data-connection-fits-your-workflow\/\" >\n\t\t\tRead More \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tCeejay S Teku\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tSeptember 3, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<\/div>\n\n\n\t\t\n\t\t\t\t<\/div>\n\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-ef9047f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ef9047f\" 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-a55fcf5\" data-id=\"a55fcf5\" 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-51daa36 elementor-widget elementor-widget-spacer\" data-id=\"51daa36\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\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 data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-ea54134 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ea54134\" 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-276b43b\" data-id=\"276b43b\" 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-ed43dec elementor-cta--skin-classic elementor-animated-content elementor-bg-transform elementor-bg-transform-zoom-in elementor-widget elementor-widget-global elementor-global-9434 elementor-widget-call-to-action\" data-id=\"ed43dec\" data-element_type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<a class=\"elementor-cta\" href=\"https:\/\/catsy.com\/request-demo\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/catsy.com\/blog\/wp-content\/uploads\/2022\/09\/new-blog-cta-3-1024x256.png);\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t<h3 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item\">Speed to Market<\/h3>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t\tGet to Market Faster with Catsy\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__button-wrapper elementor-cta__content-item elementor-content-item \">\n\t\t\t\t\t<span class=\"elementor-cta__button elementor-button elementor-size-md\">\n\t\t\t\t\t\tRequest Demo\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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 Governance \u00b7 PIM Guide How PIM Acts as a Harness to Keep AI From Ruining Your Product Data Uncontrolled AI can damage product data.<\/p>\n","protected":false},"author":1,"featured_media":30396,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_eb_attr":"","footnotes":""},"categories":[16],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How PIM Acts as a Harness to Keep AI From Ruining Your Product Data - Catsy DAM + PIM<\/title>\n<meta name=\"description\" content=\"Learn how manufacturers and retailers govern AI in PIM with approval workflows, MCP permissions, and validation rules that keep product data accurate.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/catsy.com\/blog\/pim-harness-for-ai\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" 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