{"id":13289,"date":"2026-05-19T17:00:00","date_gmt":"2026-05-19T17:00:00","guid":{"rendered":"https:\/\/www.aihello.com\/resources\/?p=13289"},"modified":"2026-09-22T15:10:16","modified_gmt":"2026-09-22T15:10:16","slug":"what-26-million-amazon-keywords-reveal-about-ad-spend","status":"publish","type":"post","link":"https:\/\/www.aihello.com\/resources\/blog\/what-26-million-amazon-keywords-reveal-about-ad-spend\/","title":{"rendered":"Why Amazon Sellers Still Overspend on PPC (Even With Data)"},"content":{"rendered":"<div class=\"wp-block-group ah-reading-guide\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\"><style>\n.ah-reading-guide{max-width:820px;margin:0 auto;color:#26364a;font-size:18px;line-height:1.8;counter-reset:ah-section}.ah-reading-guide *{box-sizing:border-box}.ah-reading-guide p{margin:0 0 22px;line-height:1.8}.ah-reading-guide strong{color:#142d48}.ah-reading-guide h2{position:relative;margin:56px 0 24px;padding-top:24px;border-top:1px solid #dce7ef;font-size:29px;line-height:1.35;letter-spacing:-.4px;color:#142d48}.ah-reading-guide h2.ah-numbered{padding-left:54px;counter-increment:ah-section}.ah-reading-guide h2.ah-numbered:before{content:counter(ah-section,decimal-leading-zero);position:absolute;left:0;top:26px;display:flex;align-items:center;justify-content:center;width:38px;height:38px;background:#eaf4fc;color:#216faf;border-radius:10px;font-size:15px;font-weight:700;letter-spacing:0}.ah-reading-guide h3{position:relative;margin:34px 0 16px;font-size:23px;line-height:1.4;color:#163f65}.ah-reading-guide h4{position:relative;margin:28px 0 14px;font-size:20px;line-height:1.45;color:#163f65}.ah-reading-guide .ah-lead{margin:0 0 28px;padding:24px 28px;border-left:4px solid #2479ba;border-radius:0 12px 12px 0;background:#eef6fc;font-size:20px;line-height:1.75}.ah-reading-guide .ah-callout,.ah-reading-guide .ah-formula{margin:28px 0;padding:24px 26px;border:1px solid #d7e5f1;border-left:4px solid #2479ba;border-radius:0 12px 12px 0;background:#f5f9fd}.ah-reading-guide .ah-formula{font-size:20px;font-weight:600;font-variant-numeric:tabular-nums;line-height:1.9;overflow-wrap:anywhere}.ah-reading-guide ul,.ah-reading-guide ol{margin:24px 0 30px;padding-left:28px}.ah-reading-guide li{margin:0 0 12px;padding-left:7px;line-height:1.75}.ah-reading-guide li::marker{color:#2479ba;font-weight:700}.ah-reading-guide ol.ah-steps{list-style:none;counter-reset:ah-step;padding:0;display:grid;gap:14px}.ah-reading-guide ol.ah-steps>li{position:relative;counter-increment:ah-step;margin:0;padding:22px 24px 22px 64px;border:1px solid #dbe7f1;border-radius:12px;background:#f6fafd}.ah-reading-guide ol.ah-steps>li:before{content:counter(ah-step);position:absolute;top:23px;left:20px;display:flex;align-items:center;justify-content:center;width:28px;height:28px;border-radius:50%;background:#2378b9;color:white;font-size:14px;font-weight:700}.ah-reading-guide ul.ah-cards{display:grid;grid-template-columns:repeat(2,minmax(0,1fr));gap:14px;padding:0;list-style:none}.ah-reading-guide ul.ah-cards>li{margin:0;padding:20px 22px;border:1px solid #dbe8f2;background:#f7fbfe;border-radius:12px;font-size:17px;line-height:1.7}.ah-reading-guide ul.ah-cards>li:last-child:nth-child(odd){grid-column:1\/-1}.ah-reading-guide .ah-cards>li>strong:first-child{display:block;margin-bottom:8px;color:#19598d}.ah-reading-guide .ah-step-panel{margin:22px 0;padding:24px 28px;border-left:4px solid #2479ba;border-radius:0 12px 12px 0;background:#f5f9fd}.ah-reading-guide .ah-step-panel h3{margin-top:0}.ah-reading-guide .ah-step-panel p:last-child{margin-bottom:0}.ah-reading-guide figure{max-width:100%;margin:30px 0}.ah-reading-guide figure.wp-block-image{padding:7px;border:1px solid #e0e8ef;border-radius:12px;background:white;box-shadow:0 5px 18px rgba(20,45,72,.06)}.ah-reading-guide img{max-width:100%;height:auto}.ah-reading-guide figure.wp-block-image img{display:block;border-radius:6px}.ah-reading-guide figcaption{font-size:14px;line-height:1.5;color:#587086;margin-top:10px}.ah-reading-guide figure.wp-block-table{overflow-x:auto;border:1px solid #d8e5ef;border-radius:10px}.ah-reading-guide table{width:100%;border-collapse:collapse;font-size:16px;line-height:1.6}.ah-reading-guide th,.ah-reading-guide td{padding:14px 16px;border:1px solid #d8e5ef;text-align:left;vertical-align:top}.ah-reading-guide th{background:#eaf4fc;color:#163f65;font-weight:700}.ah-reading-guide tbody tr:nth-child(even){background:#f6f9fc}.ah-reading-guide blockquote{margin:30px 0;padding:22px 26px;border-left:4px solid #2479ba;background:#f3f8fc;border-radius:0 10px 10px 0}.ah-reading-guide #ez-toc-container{width:100%;margin:32px 0 42px;padding:22px 24px;border:1px solid #cbdfee;border-top:4px solid #2479ba;border-radius:12px;background:#f7fbfe;box-shadow:none}.ah-reading-guide #ez-toc-container .ez-toc-title{margin:0;font-size:20px;font-weight:700;color:#163f65;line-height:1.5}.ah-reading-guide #ez-toc-container .ez-toc-title-container{margin-bottom:14px}.ah-reading-guide #ez-toc-container ul.ez-toc-list-level-1{display:block;column-count:2;column-gap:26px;padding:0;margin:0}.ah-reading-guide #ez-toc-container ul.ez-toc-list-level-1>li{break-inside:avoid;padding:11px 0;margin:0;border-bottom:1px solid #dce7ef;line-height:1.5;font-size:16px}.ah-reading-guide #ez-toc-container ul ul{margin:7px 0 0;padding-left:18px}.ah-reading-guide #ez-toc-container li li{padding:0;margin:5px 0;font-size:14px}.ah-reading-guide #ez-toc-container a{color:#19598d;text-decoration:none}.ah-reading-guide #ez-toc-container a:hover{text-decoration:underline}.ah-reading-guide #ez-toc-container a:focus-visible{outline:3px solid #2479ba;outline-offset:4px;border-radius:3px}.ah-reading-guide :is(h2,h3,h4)>.ez-toc-section{position:absolute;top:-100px;left:0}.ah-reading-guide :is(h2,h3,h4)>.ez-toc-section-end{position:absolute;top:0;left:0}.ah-reading-guide [id]{scroll-margin-top:100px}.ah-reading-guide .gspb_container{min-width:0}@media(max-width:700px){.ah-reading-guide{font-size:17px}.ah-reading-guide h2{font-size:25px;margin-top:44px}.ah-reading-guide h2.ah-numbered{padding-left:43px}.ah-reading-guide h2.ah-numbered:before{width:30px;height:30px;font-size:13px}.ah-reading-guide h3{font-size:21px}.ah-reading-guide ul.ah-cards{grid-template-columns:1fr}.ah-reading-guide .ah-lead,.ah-reading-guide .ah-callout,.ah-reading-guide .ah-formula,.ah-reading-guide .ah-step-panel{padding:20px}.ah-reading-guide .ah-lead,.ah-reading-guide .ah-formula{font-size:18px}.ah-reading-guide #ez-toc-container{padding:18px}.ah-reading-guide #ez-toc-container ul.ez-toc-list-level-1{column-count:1}}@media(prefers-reduced-motion:reduce){.ah-reading-guide [data-aos]{opacity:1!important;visibility:visible!important;transform:none!important;transition:none!important;animation:none!important}}\n\n.ah-reading-guide .ah-process-heading{padding-left:48px;min-height:36px}.ah-reading-guide .ah-process-heading:before{position:absolute;left:0;top:0;width:34px;height:34px;display:flex;align-items:center;justify-content:center;border-radius:9px;background:#eaf4fc;color:#216faf;font-size:15px;font-weight:700}.ah-reading-guide .ah-process-1:before{content:\"01\"}.ah-reading-guide .ah-process-2:before{content:\"02\"}.ah-reading-guide .ah-process-3:before{content:\"03\"}.ah-reading-guide .ah-process-4:before{content:\"04\"}.ah-reading-guide .ah-process-5:before{content:\"05\"}.ah-reading-guide .ah-process-6:before{content:\"06\"}.ah-reading-guide .ah-process-7:before{content:\"07\"}.ah-reading-guide .ah-process-8:before{content:\"08\"}.ah-reading-guide .ah-process-9:before{content:\"09\"}\n.ah-reading-guide .ah-definition{padding:20px 24px;margin:14px 0;border:1px solid #dbe7f1;border-radius:12px;background:#f8fbfe}.ah-reading-guide .ah-definition strong{color:#163f65}\n.ah-reading-guide .ah-long-form-list>li{margin-bottom:28px}.ah-reading-guide .ah-long-form-list>li>strong:first-child{display:block;font-size:22px;line-height:1.4;margin-bottom:16px}.ah-reading-guide .ah-long-form-list li img{display:block;margin:22px auto}.ah-reading-guide .ah-formula-comparison{font-variant-numeric:tabular-nums}\n.ah-reading-guide h5,.ah-reading-guide h6{font-size:18px;line-height:1.5;color:#163f65;margin:26px 0 14px;font-weight:700}\n.ah-reading-guide h2.ah-instruction-heading{font-size:21px;margin:24px 0 18px;padding-top:18px}.ah-reading-guide h2.ah-instruction-heading:before{top:18px}\n.ah-reading-guide ul.ah-stacked-cards{list-style:none;padding:0}.ah-reading-guide .ah-stacked-cards>li{margin:14px 0;padding:20px 24px;border:1px solid #dbe7f1;border-radius:12px;background:#f8fbfe}\n.ah-reading-guide .ah-minor-label{font-weight:700;color:#1e4e64;font-size:18px;margin:20px 0 8px;}\n.ah-reading-guide h3.ah-do,.ah-reading-guide h3.ah-dont{font-size:21px;padding:18px 22px;border-radius:0 10px 10px 0}.ah-reading-guide h3.ah-do{border-left:4px solid #20877e;background:#f0faf8}.ah-reading-guide h3.ah-dont{border-left:4px solid #ae6340;background:#fff7f0}\n.ah-reading-guide p.ah-fact-row{margin:6px 0;padding:12px 18px;background:#f4f8fc;border-left:3px solid #c7dcf0;border-radius:0 8px 8px 0;font-size:17px;line-height:1.65}.ah-reading-guide p.ah-cta a{display:inline-block;padding:12px 20px;border-radius:9px;background:#135faa;color:#fff;text-decoration:none;font-weight:700}.ah-reading-guide p.ah-cta a:hover{background:#104d89}.ah-reading-guide .ah-agency-summary td:first-child{width:38%;color:#184b75}\n.ah-reading-guide details.ah-original-index{padding:16px 20px;border:1px solid #dce7f0;border-radius:10px;margin:24px 0;background:#f8fafc}.ah-reading-guide details.ah-original-index summary{cursor:pointer;font-size:18px;font-weight:700;color:#244f74}.ah-reading-guide details.ah-original-index>ol{margin-top:18px}\n.ah-reading-guide ul.ah-cycle-cards{grid-template-columns:repeat(3,minmax(0,1fr));gap:22px}.ah-reading-guide ul.ah-cycle-cards>li{position:relative;text-align:center;display:flex;align-items:center;justify-content:center;min-height:110px;font-weight:700;color:#20567d}.ah-reading-guide ul.ah-cycle-cards>li:last-child:nth-child(odd){grid-column:auto}.ah-reading-guide ul.ah-cycle-cards>li:not(:last-child)::after{content:\"\u203a\";position:absolute;right:-19px;top:50%;transform:translateY(-50%);font-size:28px;color:#3785b4}@media(max-width:700px){.ah-reading-guide ul.ah-cycle-cards{grid-template-columns:1fr}.ah-reading-guide ul.ah-cycle-cards>li:not(:last-child)::after{right:50%;top:auto;bottom:-25px;transform:rotate(90deg)}}\n.ah-reading-guide .ah-process-10::before{content:\"10\"}\n.ah-reading-guide pre.wp-block-code{background:#122238;color:#eff6ff;border:1px solid #29415f;border-radius:12px;padding:22px 24px;margin:24px 0;overflow-x:auto;font-size:15px;line-height:1.7;white-space:pre;tab-size:4}.ah-reading-guide pre.wp-block-code code{background:transparent;color:inherit;padding:0;white-space:pre;font-family:Consolas,Monaco,monospace}.ah-reading-guide p code{background:#edf3fa;color:#204d78;border-radius:4px;padding:2px 5px}\n.ah-reading-guide ol.ah-steps.ah-start-2{counter-reset:ah-step 1}\n.ah-reading-guide ol.ah-steps.ah-start-3{counter-reset:ah-step 2}\n.ah-reading-guide ol.ah-steps.ah-start-4{counter-reset:ah-step 3}\n.ah-reading-guide ol.ah-steps.ah-start-5{counter-reset:ah-step 4}\n.ah-reading-guide ol.ah-steps.ah-start-6{counter-reset:ah-step 5}\n.ah-reading-guide ol.ah-steps.ah-start-7{counter-reset:ah-step 6}\n.ah-reading-guide ol.ah-steps.ah-start-8{counter-reset:ah-step 7}\n.ah-reading-guide ol.ah-steps.ah-start-9{counter-reset:ah-step 8}\n.ah-reading-guide ol.ah-steps.ah-start-10{counter-reset:ah-step 9}\n.ah-reading-guide ol.ah-steps.ah-start-11{counter-reset:ah-step 10}\n.ah-reading-guide ol.ah-steps.ah-start-12{counter-reset:ah-step 11}\n.ah-reading-guide #ez-toc-container nav{max-height:460px;overflow-y:auto;padding-right:8px}.ah-reading-guide figure.ah-comparison-wide{max-height:650px;overflow:auto;border:1px solid #dae4ee;border-radius:12px}.ah-reading-guide .ah-comparison-wide table{min-width:760px;font-size:15px}.ah-reading-guide .ah-comparison-wide thead th{position:sticky;top:0;background:#183f65;color:#fff;z-index:1}.ah-reading-guide figure.ah-agency-summary tbody th{width:30%;background:#edf4fa;color:#244764;font-weight:700}\n.ah-reading-guide #ez-toc-container a.ez-toc-link::before{content:none!important;display:none!important}\n.ah-reading-guide .ah-comparison-wide thead th,.ah-reading-guide .ah-comparison-wide thead th *{color:#fff!important}\n.ah-reading-guide .ah-equation{display:block;margin:16px 0;padding:16px 20px;border-left:4px solid #2378b9;background:#edf4fa;border-radius:8px;font-size:20px;font-variant-numeric:tabular-nums;overflow-wrap:anywhere}\n.ah-reading-guide .ah-feature-comparison thead th:nth-child(1){width:18%}.ah-reading-guide .ah-feature-comparison thead th:nth-child(2){width:10%}.ah-reading-guide .ah-feature-comparison thead th:nth-child(3){width:50%}.ah-reading-guide .ah-feature-comparison thead th:nth-child(4){width:22%}\n.ah-reading-guide.ah-compact-toc #ez-toc-container ul.ez-toc-list>li>ul>li>ul{display:none}.ah-reading-guide h4.ah-do{color:#276044!important}.ah-reading-guide h4.ah-dont{color:#855218!important}.ah-reading-guide p.ah-tool-bullet{margin:.45em 0!important;padding:.6em 1em;border-radius:8px;background:#f4f7fa;line-height:1.65}\n.ah-reading-guide .ah-glossary-grid{display:grid;grid-template-columns:repeat(2,minmax(0,1fr));gap:20px;margin:30px 0}.ah-reading-guide .ah-glossary-entry{background:#f7f9fc;border:1px solid #dce5ef;border-radius:12px;padding:22px;height:100%;box-sizing:border-box}.ah-reading-guide .ah-glossary-entry h2{font-size:21px!important;margin:0 0 14px!important;line-height:1.4!important;border:0;padding:0}.ah-reading-guide .ah-glossary-entry p{font-size:16px!important;line-height:1.7!important;margin:0!important}@media(max-width:650px){.ah-reading-guide .ah-glossary-grid{grid-template-columns:1fr}}\n.ah-reading-guide .ah-glossary-grid{display:block}.ah-reading-guide .ah-glossary-grid>.wp-block-group__inner-container{display:grid;grid-template-columns:repeat(2,minmax(0,1fr));gap:20px;align-items:stretch}.ah-reading-guide .ah-glossary-entry{height:auto!important;margin:0!important;min-width:0}.ah-reading-guide .ah-glossary-grid>.wp-block-group__inner-container>.wp-block-greenshift-blocks-container{display:flex;min-width:0}.ah-reading-guide .ah-glossary-grid>.wp-block-group__inner-container>.wp-block-greenshift-blocks-container>.ah-glossary-entry{flex:1}@media(max-width:650px){.ah-reading-guide .ah-glossary-grid>.wp-block-group__inner-container{grid-template-columns:1fr}}\n.ah-reading-guide ol.ah-steps.ah-feature-grid{grid-template-columns:repeat(2,minmax(0,1fr))}@media(max-width:700px){.ah-reading-guide ol.ah-steps.ah-feature-grid{grid-template-columns:1fr}}<\/style><noscript><style>.ah-reading-guide [data-aos]{opacity:1!important;visibility:visible!important;transform:none!important}<\/style><\/noscript><p class=\"ah-lead wp-block-paragraph\">A behavioural + data-driven analysis of bidding decisions, wasted spend, and what smarter systems reveal about human bias in <a  data-ilj-link-preview=\"true\"  data-featured-image=\"https:\/\/www.aihello.com\/resources\/wp-content\/uploads\/2021\/11\/success4-300x200.jpg\"  data-excerpt=\"Struggling with Amazon ads? Learn to craft a competitive Amazon Advertising strategy. Set clear goals, map the buyer&#039;s journey, and choose the right ad solutions.\" href=\"https:\/\/www.aihello.com\/resources\/blog\/the-5-elements-of-a-successful-amazon-advertising-strategy\/\">Amazon advertising<\/a>.<\/p><h2 id=\"introduction-the-illusion-of-control-in-amazon-ppc\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Introduction_The_Illusion_of_%E2%80%9CControl%E2%80%9D_in_Amazon_PPC\"><\/span><strong>Introduction: The Illusion of \u201cControl\u201d in Amazon PPC<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><p class=\"wp-block-paragraph\">Every <a  data-ilj-link-preview=\"true\"  data-featured-image=\"https:\/\/www.aihello.com\/resources\/wp-content\/uploads\/2020\/04\/fulfillment_by_amazon_selling_on_amazon_fba_amazon_fba_inventory_management_5171-300x158.png\"  data-excerpt=\"Ready to optimize your Amazon business? Learn 8 essential benefits of FBA (Fulfillment by Amazon) for seamless logistics, satisfied customers, and bigger profits.\" href=\"https:\/\/www.aihello.com\/resources\/blog\/8-reasons-to-use-fba-for-your-amazon-business\/\">Amazon seller<\/a> believes they\u2019re making rational decisions with their <a  data-ilj-link-preview=\"true\"  data-featured-image=\"\"  data-excerpt=\"Amazon sellers seek wider reach. Explore Amazon DSP, the platform designed to connect you with non-Amazon audiences through advanced targeting, boosting brand awareness and sales.\" href=\"https:\/\/www.aihello.com\/resources\/blog\/your-comprehensive-guide-to-the-amazon-dsp-2022\/\">ads<\/a>.<\/p><ul class=\"wp-block-list ah-cards\"><li>You adjust bids based on performance.<\/li><li>You pause <a  data-ilj-link-preview=\"true\"  data-featured-image=\"https:\/\/www.aihello.com\/resources\/wp-content\/uploads\/2021\/10\/amazon_seo_strategy_amazon_seo_optimization_amazon_search_engine_optimization_5650-300x200.jpg\"  data-excerpt=\"Which SEO strategy is best for your business: Amazon or Google? Explore the distinct approaches to optimize for product searches vs. general queries and drive sales.\" href=\"https:\/\/www.aihello.com\/resources\/blog\/google-seo-vs-amazon-seo-explained\/\">keywords<\/a> that look expensive.<\/li><li>You push budgets on what seems to be working.<\/li><\/ul><p class=\"wp-block-paragraph\">On the surface, it feels controlled.<\/p><p class=\"wp-block-paragraph\">But when you step back and look at large-scale <a  data-ilj-link-preview=\"true\"  data-featured-image=\"https:\/\/www.aihello.com\/resources\/wp-content\/uploads\/2021\/04\/amazon_ppc_automation_ppc_automation_amazon_ads_automation_amazon_ppc_automation_software_4029-300x124.png\"  data-excerpt=\"Struggling with Amazon PPC visibility? Learn how AI-powered automation optimizes campaigns, slashes ACoS, and boosts your Buy Box chances for more sales.\" href=\"https:\/\/www.aihello.com\/resources\/blog\/10-reasons-your-amazon-seller-central-business-needs-ppc-automation-software\/\">PPC<\/a> data patterns, a different picture emerges: <strong>most bidding decisions are not purely data-driven, they\u2019re behavioural.<\/strong><\/p><p class=\"wp-block-paragraph\">They\u2019re influenced by:<\/p><ul class=\"wp-block-list ah-cards\"><li>Fear of losing visibility<\/li><li>Overconfidence in \u201cwinning\u201d keywords<\/li><li>Bias toward recent performance<\/li><li>And a constant pressure to scale<\/li><\/ul><p class=\"wp-block-paragraph\">This blog breaks down what large-scale PPC data reveals not just about performance but about <strong>how <a  data-ilj-link-preview=\"true\"  data-featured-image=\"https:\/\/www.aihello.com\/resources\/wp-content\/uploads\/2022\/06\/amazon-brand-analytics-guide-300x200.jpg\"  data-excerpt=\"Master Amazon sales! Discover how Amazon Brand Analytics empowers sellers to stand out, optimize products,\" href=\"https:\/\/www.aihello.com\/resources\/blog\/amazon-brand-analytics-a-complete-guide-2026\/\">sellers<\/a> think<\/strong>, and where that thinking leads to inefficiencies.<\/p><h2 id=\"the-dataset-behind-the-patterns\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_Dataset_Behind_the_Patterns\"><\/span><strong>The Dataset Behind the Patterns<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><p class=\"wp-block-paragraph\">This analysis is based on aggregated patterns across <strong>multi-million keyword-level performance datasets<\/strong>, capturing:<\/p><p class=\"ah-minor-label wp-block-paragraph\"><strong>Metric | Value<\/strong><\/p><figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th scope=\"row\">Total keyword entities analysed<\/th><td>20M+<\/td><\/tr><tr><th scope=\"row\">Total impressions<\/th><td>800M+<\/td><\/tr><tr><th scope=\"row\">Total clicks<\/th><td>30M+<\/td><\/tr><tr><th scope=\"row\">Average <a  data-ilj-link-preview=\"true\"  data-featured-image=\"https:\/\/www.aihello.com\/resources\/wp-content\/uploads\/2022\/03\/amazon-metrics-conversion-rate-click-through-cvr-ctr-acos-tacos-300x200.jpg\"  data-excerpt=\"Master Amazon PPC! Learn essential metrics like CVR &amp; ACoS to optimize your campaigns, boost sales, and improve profitability.\" href=\"https:\/\/www.aihello.com\/resources\/blog\/the-most-important-amazon-ppc-metrics-that-you-should-track\/\">CTR<\/a><\/th><td>~3.5%<\/td><\/tr><tr><th scope=\"row\">Average <a  data-ilj-link-preview=\"true\"  data-featured-image=\"https:\/\/www.aihello.com\/resources\/wp-content\/uploads\/2021\/05\/Pasted-into-Advertising-on-Amazon-Dos-and-Donts-2-300x151.png\"  data-excerpt=\"Dominate Amazon! Discover why advertising on Amazon (AMS) is essential for sellers. Boost product visibility &amp; sales with powerful Sponsored &amp; Display ad strategies.\" href=\"https:\/\/www.aihello.com\/resources\/blog\/advertising-on-amazon-dos-and-donts\/\">CPC<\/a><\/th><td>~$2.00<\/td><\/tr><\/tbody><\/table><\/figure><p class=\"wp-block-paragraph\">Each data point reflects a real decision environment:<br>a seller choosing how much to bid, where to spend, and what to prioritise.<\/p><h2 id=\"1-the-more-spend-more-growth-bias\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_The_%E2%80%9CMore_Spend_More_Growth%E2%80%9D_Bias\"><\/span><strong>1. The \u201cMore Spend = More Growth\u201d Bias<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><p class=\"wp-block-paragraph\">One of the most common assumptions sellers make is simple:<\/p><p class=\"ah-callout wp-block-paragraph\">If I increase my bids, I\u2019ll get more visibility and more <a  data-ilj-link-preview=\"true\"  data-featured-image=\"https:\/\/www.aihello.com\/resources\/wp-content\/uploads\/2022\/02\/boost-sales-300x200.jpg\"  data-excerpt=\"Unlock Amazon&#039;s Brand Referral Bonus! Discover how driving external traffic, especially from Google Ads, boosts your sales, increases organic reach, and earns rewards.\" href=\"https:\/\/www.aihello.com\/resources\/blog\/boost-amazon-sales-using-google-ads\/\">sales<\/a>.<\/p><p class=\"wp-block-paragraph\">The data partially support this, but only up to a point.<\/p><h3 id=\"bid-vs-impression-growth\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Bid_vs_Impression_Growth\"><\/span><strong>Bid vs Impression Growth<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3><figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>Bid Increase<\/strong><\/th><th><strong>Avg Impression Lift<\/strong><\/th><\/tr><\/thead><tbody><tr><td>0\u201325%<\/td><td>+12%<\/td><\/tr><tr><td>25\u201350%<\/td><td>+26%<\/td><\/tr><tr><td>50\u2013100%<\/td><td>+39%<\/td><\/tr><tr><td>100%+<\/td><td>+48%<\/td><\/tr><\/tbody><\/table><\/figure><p class=\"wp-block-paragraph\">What this shows is a <strong>diminishing return curve<\/strong>.<\/p><p class=\"wp-block-paragraph\">Doubling your bid does not double your visibility.<br>In fact, the most efficient gains happen in the <strong>moderate increase range (25\u201350%)<\/strong>.<\/p><h3 id=\"what-s-really-happening\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Whats_really_happening\"><\/span><strong>What\u2019s really happening?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3><p class=\"wp-block-paragraph\">Sellers often:<\/p><ul class=\"wp-block-list ah-cards\"><li>Overbid aggressively when scaling<\/li><li>Chase visibility instead of efficiency<\/li><li>Assume linear growth in a nonlinear system<\/li><\/ul><div class=\"wp-block-greenshift-blocks-container gspb_container gspb_container-gsbp-f13289-1\" id=\"gspb_container-id-gsbp-f13289-1\" data-aos=\"fade\" data-aos-easing=\"ease\" data-aos-duration=\"500\" data-aos-once=\"true\"><p class=\"ah-callout wp-block-paragraph\"><strong>Behavioural insight:<\/strong><strong><br><\/strong> This is a classic case of <em>overgeneralization bias,<\/em> assuming past small gains will scale infinitely.<\/p><\/div><h2 id=\"2-the-top-of-search-obsession\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_The_%E2%80%9CTop-of-Search_Obsession%E2%80%9D\"><\/span><strong>2. The \u201cTop-of-Search Obsession\u201d<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><p class=\"wp-block-paragraph\">Ask any seller where they want their ads to appear, and the answer is almost always:<\/p><p class=\"ah-callout wp-block-paragraph\">\u201cTop of Search.\u201d<\/p><p class=\"wp-block-paragraph\">And for good reason, it performs better.<\/p><h3 id=\"placement-economics\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Placement_Economics\"><\/span><strong>Placement Economics<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3><figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>Placement<\/strong><\/th><th><strong>Avg CPC<\/strong><\/th><th><strong>CTR<\/strong><\/th><\/tr><\/thead><tbody><tr><td>Top of Search<\/td><td>19.2%<\/td><td>$2.80<\/td><\/tr><tr><td>Rest of Search<\/td><td>4.3%<\/td><td>$1.40<\/td><\/tr><tr><td>Product Pages<\/td><td>1.9%<\/td><td>$2.00<\/td><\/tr><\/tbody><\/table><\/figure><p class=\"wp-block-paragraph\">Top-of-Search delivers <strong>massive CTR gains<\/strong>, but at a significant cost premium.<\/p><h3 id=\"the-psychological-trap\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_psychological_trap\"><\/span><strong>The psychological trap<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3><p class=\"wp-block-paragraph\">Sellers don\u2019t just optimise for performance; they optimise for <strong>visibility validation<\/strong>.<\/p><p class=\"wp-block-paragraph\">Seeing your product at the top:<\/p><ul class=\"wp-block-list ah-cards\"><li>Feels like winning<\/li><li>Reinforces confidence<\/li><li>Justifies higher spend<\/li><\/ul><p class=\"wp-block-paragraph\">Even when the economics don\u2019t always support it.<\/p><p class=\"ah-callout wp-block-paragraph\"><strong>Behavioural insight:<\/strong><strong><br><\/strong> This is <em>visibility bias,<\/em> overvaluing what is most seen, not what is most efficient.<\/p><h2 id=\"3-the-recency-effect-in-bid-decisions\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_The_Recency_Effect_in_Bid_Decisions\"><\/span><strong>3. The Recency Effect in Bid Decisions<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><p class=\"wp-block-paragraph\">Another pattern that shows up consistently:<br><strong>Sellers react too quickly to short-term performance changes.<\/strong><\/p><h3 id=\"cpc-variation-by-time-of-day\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"CPC_Variation_by_Time_of_Day\"><\/span><strong>CPC Variation by Time of Day<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3><figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>Time<\/strong><\/th><th><strong>Avg CPC<\/strong><\/th><th><strong>CTR<\/strong><\/th><\/tr><\/thead><tbody><tr><td>00:00<\/td><td>$1.60<\/td><td>3.1%<\/td><\/tr><tr><td>10:00<\/td><td>$2.65<\/td><td>3.5%<\/td><\/tr><tr><td>14:00<\/td><td>$2.40<\/td><td>4.2%<\/td><\/tr><\/tbody><\/table><\/figure><p class=\"wp-block-paragraph\">CPC fluctuates heavily throughout the day.<\/p><p class=\"wp-block-paragraph\">But most sellers:<\/p><ul class=\"wp-block-list ah-cards\"><li>Adjust bids based on yesterday\u2019s data<\/li><li>Pause keywords after short dips<\/li><li>Increase bids after short spikes<\/li><\/ul><h3 id=\"the-problem\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_problem\"><\/span><strong>The problem<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3><p class=\"wp-block-paragraph\">These decisions are made on <strong>incomplete cycles<\/strong>.<\/p><div class=\"wp-block-greenshift-blocks-container gspb_container gspb_container-gsbp-f13289-2\" id=\"gspb_container-id-gsbp-f13289-2\" data-aos=\"fade\" data-aos-easing=\"ease\" data-aos-duration=\"500\" data-aos-once=\"true\"><p class=\"ah-callout wp-block-paragraph\"><strong>Behavioural insight:<\/strong><strong><br><\/strong> This is the <em>recency bias,<\/em> giving too much weight to recent outcomes without full context.<\/p><\/div><h2 id=\"4-the-long-tail-misunderstanding\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_The_Long-Tail_Misunderstanding\"><\/span><strong>4. The Long-Tail Misunderstanding<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><p class=\"wp-block-paragraph\">Sellers often ignore longer keywords because they \u201clook small.\u201d<\/p><p class=\"wp-block-paragraph\">But data shows a different story.<\/p><h3 id=\"keyword-length-vs-ctr\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Keyword_Length_vs_CTR\"><\/span><strong>Keyword Length vs CTR<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3><figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong><a  data-ilj-link-preview=\"true\"  data-featured-image=\"https:\/\/www.aihello.com\/resources\/wp-content\/uploads\/2022\/10\/beat-competition-on-amazon-keyword-analysis-competitor-300x200.jpg\"  data-excerpt=\"Struggling to boost Amazon sales? Learn how Amazon PPC &amp; product targeting can help you dominate competition, increase visibility, and maximize profits.\" href=\"https:\/\/www.aihello.com\/resources\/blog\/8-tips-on-how-to-beat-your-competitors-on-amazon-2026\/\">Keyword<\/a> Length<\/strong><\/th><th><strong>CTR<\/strong><\/th><\/tr><\/thead><tbody><tr><td>1 word<\/td><td>2.9%<\/td><\/tr><tr><td>3 words<\/td><td>3.8%<\/td><\/tr><tr><td>5+ words<\/td><td>5.9%<\/td><\/tr><\/tbody><\/table><\/figure><p class=\"wp-block-paragraph\">Longer keywords tend to have:<\/p><ul class=\"wp-block-list ah-cards\"><li>Higher intent<\/li><li>Better engagement<\/li><li>Lower competition<\/li><\/ul><h3 id=\"why-sellers-ignore-them\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Why_sellers_ignore_them\"><\/span><strong>Why sellers ignore them<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3><p class=\"wp-block-paragraph\">Because:<\/p><ul class=\"wp-block-list ah-cards\"><li>Volume looks low<\/li><li>Scaling feels slower<\/li><li>They don\u2019t \u201clook important\u201d in dashboards<\/li><\/ul><p class=\"ah-callout wp-block-paragraph\"><strong>Behavioural insight:<\/strong><strong><br><\/strong> This reflects <em>scale bias,<\/em> preferring large numbers over efficient ones.<\/p><h2 id=\"5-the-hidden-waste-high-impressions-low-intent\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_The_Hidden_Waste_High_Impressions_Low_Intent\"><\/span><strong>5. The Hidden Waste: High Impressions, Low Intent<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><p class=\"wp-block-paragraph\">One of the biggest inefficiencies in PPC is invisible.<\/p><p class=\"wp-block-paragraph\">Keywords that:<\/p><ul class=\"wp-block-list ah-cards\"><li>Get impressions<\/li><li>Spend <a  data-ilj-link-preview=\"true\"  data-featured-image=\"https:\/\/www.aihello.com\/resources\/wp-content\/uploads\/2020\/04\/download-1.jpg\"  data-excerpt=\"Traditional ads fail. Consumers crave emotional brand ties. Discover how experiential marketing creates unique, memorable connections, boosting engagement and loyalty.\" href=\"https:\/\/www.aihello.com\/resources\/blog\/the-power-of-experiences\/\">budget<\/a><\/li><li>But don\u2019t convert attention into clicks<\/li><\/ul><h3 id=\"ctr-distribution-high-impression-keywords\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"CTR_Distribution_High-Impression_Keywords\"><\/span><strong>CTR Distribution (High-Impression Keywords)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3><figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>Percentile<\/strong><\/th><th><strong>CTR<\/strong><\/th><\/tr><\/thead><tbody><tr><td>Bottom 25%<\/td><td>&lt;2%<\/td><\/tr><tr><td>Median<\/td><td>~4%<\/td><\/tr><tr><td>Top 10%<\/td><td>&gt;13%<\/td><\/tr><\/tbody><\/table><\/figure><p class=\"wp-block-paragraph\">A significant portion of impressions sit in the <strong>low-CTR bucket<\/strong>.<\/p><h3 id=\"what-causes-this\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_causes_this\"><\/span><strong>What causes this?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3><ul class=\"wp-block-list ah-cards\"><li>Poor keyword <a  data-ilj-link-preview=\"true\"  data-featured-image=\"https:\/\/www.aihello.com\/resources\/wp-content\/uploads\/2021\/12\/amazon_ranking_algorithm_amazon_a9_algorithm_amazon_product_ranking_algorithm_6068-300x118.png\"  data-excerpt=\"Boost your Amazon sales! Understand the A9 &amp; A10 algorithms to optimize product rankings. Learn key factors for visibility &amp; higher conversions.\" href=\"https:\/\/www.aihello.com\/resources\/blog\/amazon-a9-and-a10-algorithms-compared-whats-new-and-how-does-it-affect-your-seo-game\/\">relevance<\/a><\/li><li>Weak creatives<\/li><li>Wrong placements<\/li><\/ul><p class=\"wp-block-paragraph\">But sellers often ignore it because:<\/p><p class=\"ah-callout wp-block-paragraph\">\u201cAt least it\u2019s getting impressions.\u201d<\/p><div class=\"wp-block-greenshift-blocks-container gspb_container gspb_container-gsbp-f13289-3\" id=\"gspb_container-id-gsbp-f13289-3\" data-aos=\"fade\" data-aos-easing=\"ease\" data-aos-duration=\"500\" data-aos-once=\"true\"><p class=\"ah-callout wp-block-paragraph\"><strong>Behavioural insight:<\/strong><strong><br><\/strong> This is <em>vanity metric bias,<\/em> valuing visibility over meaningful engagement.<\/p><\/div><h2 id=\"6-where-automation-changes-the-game\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"6_Where_Automation_Changes_the_Game\"><\/span><strong>6. Where Automation Changes the Game<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><p class=\"wp-block-paragraph\">All of these patterns point to one core issue:<\/p><p class=\"ah-callout wp-block-paragraph\"><strong>Human decision-making is not designed for systems this complex.<\/strong><\/p><p class=\"wp-block-paragraph\">Too many variables:<\/p><ul class=\"wp-block-list ah-cards\"><li>Time<\/li><li>Placement<\/li><li>Competition<\/li><li>Keyword intent<\/li><li>Budget constraints<\/li><\/ul><p class=\"wp-block-paragraph\">And too many biases layered on top.<\/p><p class=\"wp-block-paragraph\">This is where systems like <a  data-ilj-link-preview=\"true\"  data-featured-image=\"https:\/\/www.aihello.com\/resources\/wp-content\/uploads\/2021\/11\/hybrid-300x177.jpg\"  data-excerpt=\"Master Amazon selling with AiHello AutoPilot Hybrid. Our solution and PPC experts optimize ads, boost sales, and lower your Amazon ad costs.\" href=\"https:\/\/www.aihello.com\/resources\/blog\/how-aihello-autopilot-hybrid-solution-with-a-dedicated-ppc-specialist-can-boost-your-amazon-store\/\">AiHello<\/a> shift the approach.<\/p><p class=\"wp-block-paragraph\">Not by removing human control but by:<\/p><ul class=\"wp-block-list ah-cards\"><li>Reacting in real time<\/li><li>Modelling nonlinear bid behaviour<\/li><li>Adjusting across multiple variables simultaneously<\/li><\/ul><p class=\"wp-block-paragraph\">Instead of:<\/p><p class=\"ah-callout wp-block-paragraph\">\u201cWhat should I bid?\u201d<\/p><p class=\"wp-block-paragraph\">The question becomes:<\/p><p class=\"ah-callout wp-block-paragraph\">\u201cWhat system should decide my bids?\u201d<\/p><h2 id=\"conclusion\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span><strong>Conclusion<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><p class=\"wp-block-paragraph\"><a  data-ilj-link-preview=\"true\"  data-featured-image=\"https:\/\/www.aihello.com\/resources\/wp-content\/uploads\/2021\/04\/amazon_conversion_rate_increase_amazon_listing_sales_boost_amazon_sales_3848-300x92.png\"  data-excerpt=\"Master Amazon&#039;s Click-Through Rate (CTR) to boost sales. Learn what CTR is, why it matters, and expert strategies to optimize it for your Amazon products.\" href=\"https:\/\/www.aihello.com\/resources\/blog\/amazon-click-through-rate-ctr-complete-guide-to-improving-and-tracking-your-ctr-2\/\">Amazon PPC<\/a> is often framed as a data problem.<\/p><p class=\"wp-block-paragraph\">But in reality, it\u2019s a <strong>decision-making problem<\/strong>.<\/p><ul class=\"wp-block-list ah-cards\"><li>The data is available.<\/li><li>The metrics are visible.<\/li><li>The tools exist.<\/li><\/ul><p class=\"wp-block-paragraph\">Yet inefficiencies persist not because sellers lack information, but because <strong>human behaviour introduces bias into every decision<\/strong>.<\/p><ul class=\"wp-block-list ah-cards\"><li>Overbidding for visibility.<\/li><li>Reacting to short-term changes.<\/li><li>Ignoring long-tail efficiency.<\/li><li>Chasing scale over profitability.<\/li><\/ul><p class=\"wp-block-paragraph\">These patterns are consistent across accounts, categories, and markets.<\/p><p class=\"wp-block-paragraph\">The real shift isn\u2019t just toward automation, it\u2019s toward <strong>removing bias from the system<\/strong>.<\/p><p class=\"wp-block-paragraph\">Because in a marketplace where auctions change by the hour,<br>The advantage doesn\u2019t come from working harder on campaigns.<\/p><div class=\"wp-block-greenshift-blocks-container gspb_container gspb_container-gsbp-f13289-4\" id=\"gspb_container-id-gsbp-f13289-4\" data-aos=\"fade\" data-aos-easing=\"ease\" data-aos-duration=\"500\" data-aos-once=\"true\"><p class=\"ah-callout wp-block-paragraph\">It comes from building systems that see patterns more clearly than we do and act on them faster.<\/p><\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>A behavioural + data-driven analysis of bidding decisions, wasted spend, and what smarter systems reveal about human bias in Amazon advertising.Introduction: The Illusion of \u201cControl\u201d in Amazon PPCEvery Amazon seller&#8230;<\/p>\n","protected":false},"author":39,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":".gspb_container-id-gsbp-f13289-1,.gspb_container-id-gsbp-f13289-2,.gspb_container-id-gsbp-f13289-3,.gspb_container-id-gsbp-f13289-4{flex-direction:column;box-sizing:border-box}#gspb_container-id-gsbp-f13289-1.gspb_container>p:last-of-type,#gspb_container-id-gsbp-f13289-2.gspb_container>p:last-of-type,#gspb_container-id-gsbp-f13289-3.gspb_container>p:last-of-type,#gspb_container-id-gsbp-f13289-4.gspb_container>p:last-of-type{margin-bottom:0}#gspb_container-id-gsbp-f13289-1.gspb_container.aos-animate,#gspb_container-id-gsbp-f13289-1.gspb_container[data-gs-aos],#gspb_container-id-gsbp-f13289-2.gspb_container.aos-animate,#gspb_container-id-gsbp-f13289-2.gspb_container[data-gs-aos],#gspb_container-id-gsbp-f13289-3.gspb_container.aos-animate,#gspb_container-id-gsbp-f13289-3.gspb_container[data-gs-aos],#gspb_container-id-gsbp-f13289-4.gspb_container.aos-animate,#gspb_container-id-gsbp-f13289-4.gspb_container[data-gs-aos]{opacity:1;transform:translateZ(0)}#gspb_container-id-gsbp-f13289-1.gspb_container,#gspb_container-id-gsbp-f13289-2.gspb_container,#gspb_container-id-gsbp-f13289-3.gspb_container,#gspb_container-id-gsbp-f13289-4.gspb_container{position:relative;transition-duration:.5s;transition-timing-function:var(--gs-root-animation-easing, cubic-bezier(0.42, 0, 0.58, 1));opacity:var(--gs-root-animation-opacity, 0);transition-property:opacity,transform,filter;box-sizing:border-box}","footnotes":""},"categories":[620,916,906,85],"tags":[169,171,167,51,220],"republish_tag":[],"class_list":["post-13289","post","type-post","status-publish","format-standard","hentry","category-amazon-ppc-advertising","category-amazon-seller-tips-advertising","category-amazon-seller-tips","category-tips","tag-amazon-ads-optimization","tag-amazon-advertising","tag-amazon-ppc","tag-amazon-seller-tools","tag-amazon-selling"],"_links":{"self":[{"href":"https:\/\/www.aihello.com\/resources\/wp-json\/wp\/v2\/posts\/13289","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.aihello.com\/resources\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aihello.com\/resources\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aihello.com\/resources\/wp-json\/wp\/v2\/users\/39"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aihello.com\/resources\/wp-json\/wp\/v2\/comments?post=13289"}],"version-history":[{"count":2,"href":"https:\/\/www.aihello.com\/resources\/wp-json\/wp\/v2\/posts\/13289\/revisions"}],"predecessor-version":[{"id":14068,"href":"https:\/\/www.aihello.com\/resources\/wp-json\/wp\/v2\/posts\/13289\/revisions\/14068"}],"wp:attachment":[{"href":"https:\/\/www.aihello.com\/resources\/wp-json\/wp\/v2\/media?parent=13289"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aihello.com\/resources\/wp-json\/wp\/v2\/categories?post=13289"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aihello.com\/resources\/wp-json\/wp\/v2\/tags?post=13289"},{"taxonomy":"republish_tag","embeddable":true,"href":"https:\/\/www.aihello.com\/resources\/wp-json\/wp\/v2\/republish_tag?post=13289"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}