{"id":7342,"date":"2025-07-14T10:41:18","date_gmt":"2025-07-14T10:41:18","guid":{"rendered":"https:\/\/www.inoru.com\/blog\/?p=7342"},"modified":"2025-07-14T10:41:18","modified_gmt":"2025-07-14T10:41:18","slug":"ai-marketing-funnel-automation-drop-off","status":"publish","type":"post","link":"https:\/\/www.inoru.com\/blog\/ai-marketing-funnel-automation-drop-off\/","title":{"rendered":"How AI Marketing Funnel Automation Minimizes Drop-Off Rates in 2025"},"content":{"rendered":"<p><span data-preserver-spaces=\"true\">In the fast-paced digital world of 2025, customer expectations have evolved beyond personalization\u2014they now demand real-time relevance, seamless experiences, and instant value. Businesses, in turn, are shifting towards intelligent systems that understand user behavior and automate engagement at every stage. One of the most transformative innovations leading this shift is <\/span>AI marketing funnel automation.<\/p>\n<p><span data-preserver-spaces=\"true\">AI-driven marketing funnels are no longer optional\u2014<\/span><span data-preserver-spaces=\"true\">they\u2019re<\/span><span data-preserver-spaces=\"true\"> essential for brands looking to thrive in hyper-competitive markets. They offer <\/span><span data-preserver-spaces=\"true\">a smart<\/span><span data-preserver-spaces=\"true\">, scalable solution to reduce lead drop-offs, increase conversions, and streamline the buyer journey. In this blog, <\/span><span data-preserver-spaces=\"true\">we\u2019ll<\/span><span data-preserver-spaces=\"true\"> explore how <\/span>AI marketing funnel automation<span data-preserver-spaces=\"true\"> is revolutionizing conversion strategies and minimizing drop-off rates in 2025.<\/span><\/p>\n<h2><strong>1. Understanding Drop-Off Rates in the Funnel<\/strong><\/h2>\n<p><span data-preserver-spaces=\"true\">Before we dive into AI solutions, <\/span><span data-preserver-spaces=\"true\">it\u2019s<\/span> <span data-preserver-spaces=\"true\">important<\/span><span data-preserver-spaces=\"true\"> to understand what drop-off rates mean in the context of the marketing funnel. A drop-off occurs when a potential customer exits the buying process before reaching the final conversion goal, such as <\/span><span data-preserver-spaces=\"true\">purchasing<\/span><span data-preserver-spaces=\"true\">, subscribing, or booking a service.<\/span><\/p>\n<p><span data-preserver-spaces=\"true\">Each stage of the funnel\u2014from awareness<\/span><span data-preserver-spaces=\"true\">, <\/span><span data-preserver-spaces=\"true\">interest, <\/span><span data-preserver-spaces=\"true\">and<\/span><span data-preserver-spaces=\"true\"> consideration, <\/span><span data-preserver-spaces=\"true\">to<\/span><span data-preserver-spaces=\"true\"> conversion\u2014is susceptible to drop-offs.<\/span><span data-preserver-spaces=\"true\"> These could be due to poor messaging, irrelevant targeting, slow response times, or even poorly timed content.<\/span><\/p>\n<h3><span data-preserver-spaces=\"true\">Common Reasons for Funnel Drop-Offs:<\/span><\/h3>\n<ul>\n<li><strong><span data-preserver-spaces=\"true\">Generic targeting<\/span><\/strong><span data-preserver-spaces=\"true\"> that <\/span><span data-preserver-spaces=\"true\">doesn\u2019t<\/span><span data-preserver-spaces=\"true\"> resonate with user intent<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Delayed follow-ups<\/span><\/strong><span data-preserver-spaces=\"true\"> or lack of personalized engagement<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Complex or confusing buyer journeys<\/span><\/strong><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Irrelevant offers<\/span><\/strong><span data-preserver-spaces=\"true\"> or misaligned content<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Lack of trust signals or customer reviews<\/span><\/strong><\/li>\n<\/ul>\n<p><span data-preserver-spaces=\"true\">In 2025, with AI marketing funnel automation, businesses are equipped to tackle these issues proactively and dynamically.<\/span><\/p>\n<h2><strong>2. What Is AI Marketing Funnel Automation?<\/strong><\/h2>\n<p><strong><span data-preserver-spaces=\"true\">AI marketing funnel automation<\/span><\/strong><span data-preserver-spaces=\"true\"> refers to the use of artificial intelligence technologies to automate and optimize each stage of the marketing funnel. <\/span><span data-preserver-spaces=\"true\">It involves real-time data collection, intelligent segmentation, predictive behavior modeling, and automated action-taking to move leads through the <\/span><span data-preserver-spaces=\"true\">funnel efficiently<\/span><span data-preserver-spaces=\"true\">.<\/span><\/p>\n<p><span data-preserver-spaces=\"true\">Technologies commonly used in AI marketing funnels include:<\/span><\/p>\n<ul>\n<li><strong><span data-preserver-spaces=\"true\">Natural Language Processing (NLP)<\/span><\/strong><span data-preserver-spaces=\"true\"> for understanding user queries<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Machine Learning (ML)<\/span><\/strong><span data-preserver-spaces=\"true\"> for behavioral predictions<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">AI-powered CRMs<\/span><\/strong><span data-preserver-spaces=\"true\"> for managing customer interactions<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Chatbots and voice bots<\/span><\/strong><span data-preserver-spaces=\"true\"> for instant communication<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Predictive analytics<\/span><\/strong><span data-preserver-spaces=\"true\"> for lead scoring and segmentation<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Dynamic content engines<\/span><\/strong><span data-preserver-spaces=\"true\"> for personalized experiences<\/span><\/li>\n<\/ul>\n<h2><strong>3. How AI Minimizes Drop-Off Rates Across the Funnel<\/strong><\/h2>\n<p><span data-preserver-spaces=\"true\">Let\u2019s<\/span><span data-preserver-spaces=\"true\"> break down how AI marketing funnel automation reduces drop-off rates at each stage of the <\/span><span data-preserver-spaces=\"true\">buyer\u2019s<\/span><span data-preserver-spaces=\"true\"> journey.<\/span><\/p>\n<h3><span data-preserver-spaces=\"true\">A. Top of Funnel (Awareness Stage)<\/span><\/h3>\n<h4><span data-preserver-spaces=\"true\">Challenge: Attracting and qualifying the right audience<\/span><\/h4>\n<p><span data-preserver-spaces=\"true\">At the top of the funnel, users are discovering your brand for the first time. Drop-offs occur here if your message fails to capture attention or if <\/span><span data-preserver-spaces=\"true\">you&#8217;re<\/span><span data-preserver-spaces=\"true\"> targeting the wrong audience.<\/span><\/p>\n<h4><span data-preserver-spaces=\"true\">AI Solutions:<\/span><\/h4>\n<ul>\n<li><strong><span data-preserver-spaces=\"true\">Audience Modeling &amp; Lookalike Targeting<\/span><\/strong><span data-preserver-spaces=\"true\">: AI analyzes existing customer data <\/span><span data-preserver-spaces=\"true\">and creates<\/span><span data-preserver-spaces=\"true\"> ideal customer profiles (ICPs) <\/span><span data-preserver-spaces=\"true\">to target<\/span><span data-preserver-spaces=\"true\"> similar audiences with high intent.<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Smart Content Recommendations<\/span><\/strong><span data-preserver-spaces=\"true\">: AI tools personalize blog, video, and ad content based on <\/span><span data-preserver-spaces=\"true\">users\u2019<\/span><span data-preserver-spaces=\"true\"> past behavior and preferences.<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Predictive SEO and Content Optimization<\/span><\/strong><span data-preserver-spaces=\"true\">: AI analyzes trending search terms, sentiment, and competitor performance to create content that resonate<\/span><span data-preserver-spaces=\"true\">s.<\/span><\/li>\n<\/ul>\n<h3><span data-preserver-spaces=\"true\">B. Middle of Funnel (Interest &amp; Consideration Stage)<\/span><\/h3>\n<h4><span data-preserver-spaces=\"true\">Challenge: Keeping users engaged and moving them toward a decision<\/span><\/h4>\n<p><span data-preserver-spaces=\"true\">This stage is where most drop-offs happen due to content fatigue, lack of personalization, and delayed follow-up.<\/span><\/p>\n<h4><span data-preserver-spaces=\"true\">AI Solutions:<\/span><\/h4>\n<ul>\n<li><strong><span data-preserver-spaces=\"true\">Lead Scoring &amp; Behavioral Segmentation<\/span><\/strong><span data-preserver-spaces=\"true\">: AI evaluates user behavior (<\/span><span data-preserver-spaces=\"true\">clicks<\/span><span data-preserver-spaces=\"true\">, time on page, <\/span><span data-preserver-spaces=\"true\">downloads<\/span><span data-preserver-spaces=\"true\">) to assign lead scores and segment them dynamically for more accurate targeting.<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Email &amp; Drip Campaign Automation<\/span><\/strong><span data-preserver-spaces=\"true\">: AI tools like HubSpot, ActiveCampaign, and Salesforce Einstein craft personalized drip campaigns based on timing, behavior, and preferences.<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Conversational AI (Chatbots &amp; Voice Bots)<\/span><\/strong><span data-preserver-spaces=\"true\">: 24\/7 AI-powered bots answer questions, recommend resources, and qualify leads in real time.<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Adaptive Landing Pages<\/span><\/strong><span data-preserver-spaces=\"true\">: Based on user data, AI creates personalized landing pages that adjust content, layout, and CTAs to individual preferences.<\/span><\/li>\n<\/ul>\n<h3><span data-preserver-spaces=\"true\">C. Bottom of Funnel (Decision &amp; Conversion Stage)<\/span><\/h3>\n<h4><span data-preserver-spaces=\"true\">Challenge: Removing final conversion barriers<\/span><\/h4>\n<p><span data-preserver-spaces=\"true\">At this crucial stage, users <\/span><span data-preserver-spaces=\"true\">drop<\/span><span data-preserver-spaces=\"true\"> off due to friction, complex checkout processes, <\/span><span data-preserver-spaces=\"true\">lack<\/span><span data-preserver-spaces=\"true\"> of urgency, or <\/span><span data-preserver-spaces=\"true\">fear<\/span><span data-preserver-spaces=\"true\"> of commitment.<\/span><\/p>\n<h4><span data-preserver-spaces=\"true\">AI Solutions:<\/span><\/h4>\n<ul>\n<li><strong><span data-preserver-spaces=\"true\">Predictive Intent Signals<\/span><\/strong><span data-preserver-spaces=\"true\">: AI detects when a user is about to bounce and triggers urgency-inducing tactics <\/span><span data-preserver-spaces=\"true\">like<\/span><span data-preserver-spaces=\"true\"> limited-time offers, exit <\/span><span data-preserver-spaces=\"true\">popups<\/span><span data-preserver-spaces=\"true\">, or personalized discounts.<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">AI-Powered Recommendations<\/span><\/strong><span data-preserver-spaces=\"true\">: For e-commerce, AI suggests products based on browsing history or <\/span><span data-preserver-spaces=\"true\">what<\/span><span data-preserver-spaces=\"true\"> similar users <\/span><span data-preserver-spaces=\"true\">purchased<\/span><span data-preserver-spaces=\"true\">.<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Smart Retargeting<\/span><\/strong><span data-preserver-spaces=\"true\">: Instead of bombarding users with generic retargeting ads, AI dynamically crafts hyper-personalized ads that address specific objections or product benefits.<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Conversion Bot Integration<\/span><\/strong><span data-preserver-spaces=\"true\">: Bots guide users step-by-step through the final action, whether <\/span><span data-preserver-spaces=\"true\">it\u2019s<\/span><span data-preserver-spaces=\"true\"> checkout, form fill, or booking.<\/span><\/li>\n<\/ul>\n<h2><strong>4. Cross-Funnel Intelligence and Continuous Optimization<\/strong><\/h2>\n<p><span data-preserver-spaces=\"true\">One of the <\/span><span data-preserver-spaces=\"true\">biggest<\/span><span data-preserver-spaces=\"true\"> advantages of AI marketing funnel automation in 2025 is <\/span><strong><span data-preserver-spaces=\"true\">continuous<\/span><span data-preserver-spaces=\"true\"> learning and optimization<\/span><\/strong><span data-preserver-spaces=\"true\">.<\/span><span data-preserver-spaces=\"true\"> AI <\/span><span data-preserver-spaces=\"true\">doesn\u2019t<\/span><span data-preserver-spaces=\"true\"> just act on current data\u2014it learns from patterns over time to improve performance across the board.<\/span><\/p>\n<h3><span data-preserver-spaces=\"true\">Key Capabilities:<\/span><\/h3>\n<ul>\n<li><strong><span data-preserver-spaces=\"true\">A\/B Testing at Scale<\/span><\/strong><span data-preserver-spaces=\"true\">: AI can run thousands of micro-tests simultaneously and optimize content, design, and CTAs based on what converts best.<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Predictive Analytics<\/span><\/strong><span data-preserver-spaces=\"true\">: Forecasts drop-off points before they occur, allowing marketers <\/span><span data-preserver-spaces=\"true\">to proactively fix weak spots in the funnel<\/span><span data-preserver-spaces=\"true\">.<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Unified Customer Journey Mapping<\/span><\/strong><span data-preserver-spaces=\"true\">: AI connects interactions across channels (email, web, social, ads, chatbot) to provide a holistic view of the <\/span><span data-preserver-spaces=\"true\">user\u2019s<\/span><span data-preserver-spaces=\"true\"> path, allowing for more cohesive messaging.<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Attribution Modeling<\/span><\/strong><span data-preserver-spaces=\"true\">: Understand which campaigns or channels drive conversions and adjust the budget accordingly.<\/span><\/li>\n<\/ul>\n<h2><strong>5. Case Study Example: AI Funnel in Action<\/strong><\/h2>\n<p><strong><span data-preserver-spaces=\"true\">Brand: ZenithFit (Fitness App)<\/span><\/strong><\/p>\n<p><strong><span data-preserver-spaces=\"true\">Problem:<\/span><\/strong><span data-preserver-spaces=\"true\"> High drop-off at the signup stage after users download the app.<\/span><\/p>\n<p><strong><span data-preserver-spaces=\"true\">AI Automation Strategy:<\/span><\/strong><\/p>\n<ol>\n<li><strong><span data-preserver-spaces=\"true\">Behavioral Segmentation<\/span><\/strong><span data-preserver-spaces=\"true\"> via AI detected that users were confused by the onboarding process.<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Chatbot Integration<\/span><\/strong><span data-preserver-spaces=\"true\"> guided users through app features with interactive prompts.<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Email Automation<\/span><\/strong><span data-preserver-spaces=\"true\"> sends tailored workout tips and success stories based on user goals.<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Exit Intent AI<\/span><\/strong><span data-preserver-spaces=\"true\"> triggered discount offers when users hovered near the cancel button.<\/span><\/li>\n<\/ol>\n<p><strong><span data-preserver-spaces=\"true\">Results:<\/span><\/strong><\/p>\n<ul>\n<li><span data-preserver-spaces=\"true\">Signup conversions increased by <\/span><strong><span data-preserver-spaces=\"true\">37%<\/span><\/strong><\/li>\n<li><span data-preserver-spaces=\"true\">The drop-off rate decreased by <\/span><strong><span data-preserver-spaces=\"true\">44%<\/span><\/strong><\/li>\n<li><span data-preserver-spaces=\"true\">Customer lifetime value rose by <\/span><strong><span data-preserver-spaces=\"true\">28%<\/span><\/strong><span data-preserver-spaces=\"true\"> within 3 months<\/span><\/li>\n<\/ul>\n<div class=\"id_bx\">\n<h4>Unlock the Secret to Zero Drop-Offs with AI Funnels!<\/h4>\n<p><a class=\"mr_btn\" href=\"https:\/\/calendly.com\/inoru\/15min?\" rel=\"nofollow noopener\" target=\"_blank\">Schedule a Meeting!<\/a><\/p>\n<\/div>\n<h2><strong>6. Tools Powering AI Marketing Funnel Automation in 2025<\/strong><\/h2>\n<ul>\n<li><strong><span data-preserver-spaces=\"true\">ChatGPT + Zapier<\/span><\/strong><span data-preserver-spaces=\"true\">: Automates content responses, user interactions, and follow-ups across platforms<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Drift &amp; Intercom<\/span><\/strong><span data-preserver-spaces=\"true\">: For AI-powered conversational marketing<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Salesforce Einstein<\/span><\/strong><span data-preserver-spaces=\"true\">: For predictive scoring and journey automation<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">HubSpot AI<\/span><\/strong><span data-preserver-spaces=\"true\">: Complete marketing funnel optimization suite<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Segment + Twilio AI<\/span><\/strong><span data-preserver-spaces=\"true\">: For real-time behavioral segmentation and SMS\/email automation<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Mutiny &amp; Clearbit<\/span><\/strong><span data-preserver-spaces=\"true\">: For personalized website experiences<\/span><\/li>\n<\/ul>\n<p><span data-preserver-spaces=\"true\">These tools combine seamlessly to build a funnel that not only converts but learns and evolves with each interaction.<\/span><\/p>\n<h2><strong>7. Benefits of AI Funnel Automation Beyond Drop-Off Reduction<\/strong><\/h2>\n<p><span data-preserver-spaces=\"true\">While minimizing drop-off rates is a core advantage, AI funnel automation brings several other high-impact benefits:<\/span><\/p>\n<ul>\n<li><strong><span data-preserver-spaces=\"true\">Increased ROI<\/span><\/strong><span data-preserver-spaces=\"true\">: Higher conversions with lower manual input<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Scalability<\/span><\/strong><span data-preserver-spaces=\"true\">: Automations can handle millions of leads simultaneously<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Faster Sales Cycles<\/span><\/strong><span data-preserver-spaces=\"true\">: Intelligent nudges push leads faster through the pipeline<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Reduced Operational Costs<\/span><\/strong><span data-preserver-spaces=\"true\">: Fewer manual tasks for sales and marketing teams<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Enhanced Customer Experience<\/span><\/strong><span data-preserver-spaces=\"true\">: Instant, personalized, and relevant interactions across channels<\/span><\/li>\n<\/ul>\n<h2><strong>8. Future Trends: What\u2019s Next in 2025 and Beyond?<\/strong><\/h2>\n<ul>\n<li><strong><span data-preserver-spaces=\"true\">AI-Generated Buyer Personas<\/span><\/strong><span data-preserver-spaces=\"true\">: Hyper-dynamic and real-time persona creation based on live behavior<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Voice Funnel Optimization<\/span><\/strong><span data-preserver-spaces=\"true\">: Voice assistants are integrated into marketing funnels to answer questions and push users through stages<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Emotional AI<\/span><\/strong><span data-preserver-spaces=\"true\">: AI tools analyzing sentiment in real time to customize messaging tone and language<\/span><\/li>\n<li><strong><span data-preserver-spaces=\"true\">Self-Healing Funnels<\/span><\/strong><span data-preserver-spaces=\"true\">: AI systems that automatically rework underperforming funnel stages without human intervention<\/span><\/li>\n<\/ul>\n<h3><strong>Conclusion: Why AI Marketing Funnel Automation Is a 2025 Must-Have<\/strong><\/h3>\n<p><span data-preserver-spaces=\"true\">As customer journeys <\/span><span data-preserver-spaces=\"true\">grow more<\/span><span data-preserver-spaces=\"true\"> complex and competition intensifies, businesses <\/span><span data-preserver-spaces=\"true\">need<\/span><span data-preserver-spaces=\"true\"> tools that <\/span><span data-preserver-spaces=\"true\">offer<\/span><span data-preserver-spaces=\"true\"> intelligence, automation, and personalization at scale.<\/span> <a href=\"https:\/\/www.inoru.com\/ai-product-marketing\"><em><strong>AI marketing funnel automation<\/strong><\/em><\/a><span data-preserver-spaces=\"true\"> is the strategic answer to rising drop-off rates, offering not just temporary fixes but long-term solutions rooted in behavioral science and machine learning.<\/span><\/p>\n<p><span data-preserver-spaces=\"true\">By leveraging AI, brands can connect with customers at every touchpoint, anticipate needs, personalize experiences, and optimize for conversion in <\/span><span data-preserver-spaces=\"true\">real time<\/span><span data-preserver-spaces=\"true\">.<\/span><span data-preserver-spaces=\"true\"> The results? Lower drop-offs, higher engagement, and scalable growth.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>In the fast-paced digital world of 2025, customer expectations have evolved beyond personalization\u2014they now demand real-time relevance, seamless experiences, and instant value. Businesses, in turn, are shifting towards intelligent systems that understand user behavior and automate engagement at every stage. One of the most transformative innovations leading this shift is AI marketing funnel automation. AI-driven [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":7345,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1914],"tags":[2101],"acf":[],"_links":{"self":[{"href":"https:\/\/www.inoru.com\/blog\/wp-json\/wp\/v2\/posts\/7342"}],"collection":[{"href":"https:\/\/www.inoru.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.inoru.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.inoru.com\/blog\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/www.inoru.com\/blog\/wp-json\/wp\/v2\/comments?post=7342"}],"version-history":[{"count":1,"href":"https:\/\/www.inoru.com\/blog\/wp-json\/wp\/v2\/posts\/7342\/revisions"}],"predecessor-version":[{"id":7346,"href":"https:\/\/www.inoru.com\/blog\/wp-json\/wp\/v2\/posts\/7342\/revisions\/7346"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.inoru.com\/blog\/wp-json\/wp\/v2\/media\/7345"}],"wp:attachment":[{"href":"https:\/\/www.inoru.com\/blog\/wp-json\/wp\/v2\/media?parent=7342"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.inoru.com\/blog\/wp-json\/wp\/v2\/categories?post=7342"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.inoru.com\/blog\/wp-json\/wp\/v2\/tags?post=7342"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}