

{"id":1117938,"date":"2026-10-01T05:00:00","date_gmt":"2026-10-01T12:00:00","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/?p=1117938"},"modified":"2026-10-01T04:04:00","modified_gmt":"2026-10-01T11:04:00","slug":"ai-powered-ex-analytics-summary-recommendations","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/ai-powered-ex-analytics-summary-recommendations\/","title":{"rendered":"Turn EX Survey Data into Instant Action: Introducing AI-Powered Summary and Action Recommendations with Organizational Context"},"content":{"rendered":"\n<p>HR leaders and people managers are constantly surrounded by survey data. From engagement heatmaps and driver analyses to eNPS scores and open-ended feedback, modern HR tech tools generate a wealth of metrics. Yet, interpreting these numbers and converting them into real organizational change remains a massive hurdle. In fact, benchmarking reports show that nearly 50% of employees see no positive change following engagement surveys because raw data rarely turns into concrete action.<\/p>\n\n\n\n<p>To solve this gap, QuestionPro has launched <strong>AI-Powered EX Analytics: AI Summary &amp; Recommendations with Org Context<\/strong>\u2014a ground-breaking enhancement to our<a href=\"https:\/\/www.questionpro.com\/workforce\/\"> Employee Experience Software<\/a>. Built directly into the EX Analytics Portal, this feature bridges the gap between raw dashboards and tailored, company-specific execution.<\/p>\n\n\n\n<p>Whether you need high-level organizational insights or team-specific execution, our comprehensive<a href=\"https:\/\/www.questionpro.com\/survey-software\/\"> survey software<\/a> provides the intelligent infrastructure required to elevate your workforce strategy.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Why Do Generic AI Tools Fail in Employee Experience?<\/strong><\/h2>\n\n\n\n<p>Generic AI tools often generate recommendations that sound convincing on paper but fall flat in practice. Why? Because standard AI models lack <strong>Organizational Context<\/strong>. They don&#8217;t know your company\u2019s internal guidelines, active strategic priorities, HR guardrails, or cultural norms. As a result, they offer surface-level, generic advice that ignores what your company can actually execute.<\/p>\n\n\n\n<p>QuestionPro&#8217;s new AI Summary engine solves this by allowing HR administrators to set an <strong>Organisation Context<\/strong> layer. Admins can upload key documents (such as internal policies, strategic initiatives, guidelines, and guardrails) and define explicit &#8220;To-Do&#8221; and &#8220;Not To-Do&#8221; rules. The AI ingests this context alongside live survey data, ensuring every insight and recommendation respects your company&#8217;s actual operating environment.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>How Does the Two-Layer Viewing Model Empower Managers and HR?<\/strong><\/h2>\n\n\n\n<p>One size does not fit all when presenting engagement data. HR directors need a high-level narrative for leadership, while line managers need localized insights relevant to their direct reports.<\/p>\n\n\n\n<p>The new feature introduces a structured <strong>Two-Layer Viewing Model<\/strong>:<\/p>\n\n\n\n<ul>\n<li><strong>Company Overview (Admin View):<\/strong> Delivers an organization-wide summary narrative paired with prioritized, strategic recommendations. Admins retain full control over summary visibility (Private vs. Everyone) to review insights before broad distribution.<\/li>\n<\/ul>\n\n\n\n<ul>\n<li><strong>My Team (Manager View):<\/strong> When enabled, department heads and team managers can generate private summaries based exclusively on their filtered data views. Managers get clear interpretations of how their team&#8217;s scores compare to the organization without needing a dedicated data analyst.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>How Do You Convert AI Insights into 1-Click Action Plans?<\/strong><\/h2>\n\n\n\n<p>The ultimate goal of employee feedback is driving tangible change. A major innovation in this release is the <strong>1-Click Action Plan Integration<\/strong> with QuestionPro Empower.<\/p>\n\n\n\n<p>Whenever the AI Summary generates a recommended action, authorized users can click <strong>&#8220;+ Create action plan&#8221;<\/strong> directly inside the widget. This automatically opens a pre-filled initiative modal containing:<\/p>\n\n\n\n<ol>\n<li><strong>Title:<\/strong> Mapped directly from the recommended action.<\/li>\n<\/ol>\n\n\n\n<ol start=\"2\">\n<li><strong>Owner:<\/strong> Mapped to the relevant user or department lead.<\/li>\n<\/ol>\n\n\n\n<ol start=\"3\">\n<li><strong>Due Date:<\/strong> Pre-populated based on recommended timeframes.<\/li>\n<\/ol>\n\n\n\n<p>Managers and HR teams can assign ownership and kick off initiatives in seconds without ever leaving the analytics dashboard.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>How Does QuestionPro Guarantee Data Accuracy and Privacy?<\/strong><\/h2>\n\n\n\n<p>Generative AI in HR tech requires strict standards around data grounding and privacy. The QuestionPro AI Summary engine is governed by rigorous quality control frameworks:<\/p>\n\n\n\n<ul>\n<li><strong>Strict Data Grounding:<\/strong> Every statement in the summary paragraph is directly traceable to real widget data on the tab. The AI does not invent metrics or hallucinate statistics.<\/li>\n<\/ul>\n\n\n\n<ul>\n<li><strong>Fixed Ingestion Logic:<\/strong> Live data from heatmaps, driver analyses, eNPS scores, and comment digests are ingested in a structured priority order to provide accurate narratives every single time.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Ready to Transform Your Employee Experience Strategy?<\/strong><\/h2>\n\n\n\n<p>Data is only as valuable as the actions it inspires. By combining live survey data with custom organizational context, QuestionPro&#8217;s <strong>AI Summary &amp; Recommendations<\/strong> turns complex dashboards into clear narratives and immediate action.<\/p>\n\n\n\n<p>Explore how our full-suite<a href=\"https:\/\/www.questionpro.com\/cx\/\"> Customer Experience Software<\/a>,<a href=\"https:\/\/www.questionpro.com\/research-suite\/\"> Market Research Software<\/a>, and<a href=\"https:\/\/www.questionpro.com\/workforce\/\"> Employee Experience Software<\/a> can empower your organization to listen, understand, and act effectively.<\/p>\n\n\n\n<p>Want to see the new AI EX Analytics feature in action?<a href=\"https:\/\/www.questionpro.com\/workforce\/\"> <strong>Book a demo with the QuestionPro team today!<\/strong><\/a><\/p>\n\n\n\n<p><\/p>\n\n\n\n\n\t<div class=\"banner-section wf-section\" lang=\"\" >\n\t\t<div class=\"right-column-container\">\n\t\t\t<div class=\"bannerbg white\">\n\t\t\t\t<span class=\"h1-2\">Create memorable experiences based on real-time data, insights and advanced analysis.<\/span>\n\t\t\t\t<a href=\"#userliteForm\" data-toggle=\"modal\" class=\"button w-button\">Request Demo<\/a>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n\t<div class=\"userlite-modal modal fade\" id=\"userliteForm\" tabindex=\"-1\" role=\"dialog\" style=\"display: none;\">\n\t\t<div class=\"modal-dialog\" role=\"document\">\n\t\t\t<div class=\"modal-content\" role=\"document\">\n\t\t\t\t<div class=\"modal-body\">\n\t\t\t\t\t<div class=\"modal-header\">\n\t\t\t\t\t\t<button type=\"button\" class=\"close\" data-dismiss=\"modal\" aria-label=\"Close\">\n\t\t\t\t\t\t\t<i class=\"material-icons\">close<\/i>\n\t\t\t\t\t\t<\/button>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"contact-us-form-wrapper contact-box\">\n\t\t\t\t\t\t<div class=\"userlite-form-wrapper\">\n\t\t\t\t\t\t\t<iframe src=\"https:\/\/www.questionpro.com\/userlite-form-blog-en.html?product=Workforce&amp;referralurl=https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/posts\/1117938&amp;lang=en&amp;cat=workforce-2\" style=\"display: block;\" ><\/iframe>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"demo-form-wrapper success-message-div\" style=\"display:none\">\n\t\t\t\t\t\t\t<p class=\"success-message-para\"><\/p>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n","protected":false},"excerpt":{"rendered":"<p>HR leaders and people managers are constantly surrounded by survey data. From engagement heatmaps and driver analyses to eNPS scores [&hellip;]<\/p>\n","protected":false},"author":233,"featured_media":1117939,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_yoast_wpseo_focuskw":"AI-Powered EX Analytics","_yoast_wpseo_title":"AI-Powered EX Analytics: Instant Summaries & Action Plans in QuestionPro","_yoast_wpseo_metadesc":"Discover how QuestionPro\u2019s new AI Summary & Recommendations feature turns EX survey data into organization-aware insights and 1-click action plans.","_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[179],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI-Powered EX Analytics: Instant Summaries &amp; Action Plans in QuestionPro<\/title>\n<meta name=\"description\" content=\"Discover how QuestionPro\u2019s new AI Summary &amp; Recommendations feature turns EX survey data into organization-aware insights and 1-click action plans.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.questionpro.com\/blog\/ai-powered-ex-analytics-summary-recommendations\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI-Powered EX Analytics: Instant Summaries &amp; Action Plans in QuestionPro\" \/>\n<meta property=\"og:description\" content=\"Discover how QuestionPro\u2019s new AI Summary &amp; Recommendations feature turns EX survey data into organization-aware insights and 1-click action plans.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.questionpro.com\/blog\/ai-powered-ex-analytics-summary-recommendations\/\" \/>\n<meta property=\"og:site_name\" content=\"QuestionPro\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/questionpro\" \/>\n<meta property=\"article:published_time\" content=\"2026-10-01T12:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-10-01T11:04:00+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2026\/10\/ai-powered-ex-analytics.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1004\" \/>\n\t<meta property=\"og:image:height\" content=\"564\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Utkarsh Awasthi\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@questionpro\" \/>\n<meta name=\"twitter:site\" content=\"@questionpro\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Utkarsh Awasthi\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/ai-powered-ex-analytics-summary-recommendations\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/ai-powered-ex-analytics-summary-recommendations\/\"},\"author\":{\"name\":\"Utkarsh Awasthi\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/#\/schema\/person\/ab24238a992348d1070e1fe92ce34609\"},\"headline\":\"Turn EX Survey Data into Instant Action: Introducing AI-Powered Summary and Action Recommendations with Organizational Context\",\"datePublished\":\"2026-10-01T12:00:00+00:00\",\"dateModified\":\"2026-10-01T11:04:00+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/ai-powered-ex-analytics-summary-recommendations\/\"},\"wordCount\":679,\"publisher\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/#organization\"},\"articleSection\":[\"Workforce\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/ai-powered-ex-analytics-summary-recommendations\/\",\"url\":\"https:\/\/www.questionpro.com\/blog\/ai-powered-ex-analytics-summary-recommendations\/\",\"name\":\"AI-Powered EX Analytics: Instant Summaries & Action Plans in QuestionPro\",\"isPartOf\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/#website\"},\"datePublished\":\"2026-10-01T12:00:00+00:00\",\"dateModified\":\"2026-10-01T11:04:00+00:00\",\"description\":\"Discover how QuestionPro\u2019s new AI Summary & Recommendations feature turns EX survey data into organization-aware insights and 1-click action plans.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/ai-powered-ex-analytics-summary-recommendations\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.questionpro.com\/blog\/ai-powered-ex-analytics-summary-recommendations\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/ai-powered-ex-analytics-summary-recommendations\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.questionpro.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Workforce\",\"item\":\"https:\/\/www.questionpro.com\/blog\/category\/workforce-2\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Turn EX Survey Data into Instant Action: Introducing AI-Powered Summary and Action Recommendations with Organizational Context\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/#website\",\"url\":\"https:\/\/www.questionpro.com\/blog\/\",\"name\":\"QuestionPro\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.questionpro.com\/blog\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/#organization\",\"name\":\"QuestionPro\",\"url\":\"https:\/\/www.questionpro.com\/blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/10\/questionpro-logo.svg\",\"contentUrl\":\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/10\/questionpro-logo.svg\",\"caption\":\"QuestionPro\"},\"image\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/questionpro\",\"https:\/\/twitter.com\/questionpro\",\"https:\/\/www.linkedin.com\/company\/questionpro\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/#\/schema\/person\/ab24238a992348d1070e1fe92ce34609\",\"name\":\"Utkarsh Awasthi\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/8fb04247189c96bc6778b94e006c9df9?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/8fb04247189c96bc6778b94e006c9df9?s=96&d=mm&r=g\",\"caption\":\"Utkarsh Awasthi\"},\"url\":\"https:\/\/www.questionpro.com\/blog\/author\/utkarsh-awasthi\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"AI-Powered EX Analytics: Instant Summaries & Action Plans in QuestionPro","description":"Discover how QuestionPro\u2019s new AI Summary & Recommendations feature turns EX survey data into organization-aware insights and 1-click action plans.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.questionpro.com\/blog\/ai-powered-ex-analytics-summary-recommendations\/","og_locale":"en_US","og_type":"article","og_title":"AI-Powered EX Analytics: Instant Summaries & Action Plans in QuestionPro","og_description":"Discover how QuestionPro\u2019s new AI Summary & Recommendations feature turns EX survey data into organization-aware insights and 1-click action plans.","og_url":"https:\/\/www.questionpro.com\/blog\/ai-powered-ex-analytics-summary-recommendations\/","og_site_name":"QuestionPro","article_publisher":"https:\/\/www.facebook.com\/questionpro","article_published_time":"2026-10-01T12:00:00+00:00","article_modified_time":"2026-10-01T11:04:00+00:00","og_image":[{"width":1004,"height":564,"url":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2026\/10\/ai-powered-ex-analytics.jpg","type":"image\/jpeg"}],"author":"Utkarsh Awasthi","twitter_card":"summary_large_image","twitter_creator":"@questionpro","twitter_site":"@questionpro","twitter_misc":{"Written by":"Utkarsh Awasthi","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.questionpro.com\/blog\/ai-powered-ex-analytics-summary-recommendations\/#article","isPartOf":{"@id":"https:\/\/www.questionpro.com\/blog\/ai-powered-ex-analytics-summary-recommendations\/"},"author":{"name":"Utkarsh Awasthi","@id":"https:\/\/www.questionpro.com\/blog\/#\/schema\/person\/ab24238a992348d1070e1fe92ce34609"},"headline":"Turn EX Survey Data into Instant Action: Introducing AI-Powered Summary and Action Recommendations with Organizational Context","datePublished":"2026-10-01T12:00:00+00:00","dateModified":"2026-10-01T11:04:00+00:00","mainEntityOfPage":{"@id":"https:\/\/www.questionpro.com\/blog\/ai-powered-ex-analytics-summary-recommendations\/"},"wordCount":679,"publisher":{"@id":"https:\/\/www.questionpro.com\/blog\/#organization"},"articleSection":["Workforce"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.questionpro.com\/blog\/ai-powered-ex-analytics-summary-recommendations\/","url":"https:\/\/www.questionpro.com\/blog\/ai-powered-ex-analytics-summary-recommendations\/","name":"AI-Powered EX Analytics: Instant Summaries & Action Plans in QuestionPro","isPartOf":{"@id":"https:\/\/www.questionpro.com\/blog\/#website"},"datePublished":"2026-10-01T12:00:00+00:00","dateModified":"2026-10-01T11:04:00+00:00","description":"Discover how QuestionPro\u2019s new AI Summary & Recommendations feature turns EX survey data into organization-aware insights and 1-click action plans.","breadcrumb":{"@id":"https:\/\/www.questionpro.com\/blog\/ai-powered-ex-analytics-summary-recommendations\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.questionpro.com\/blog\/ai-powered-ex-analytics-summary-recommendations\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.questionpro.com\/blog\/ai-powered-ex-analytics-summary-recommendations\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.questionpro.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Workforce","item":"https:\/\/www.questionpro.com\/blog\/category\/workforce-2\/"},{"@type":"ListItem","position":3,"name":"Turn EX Survey Data into Instant Action: Introducing AI-Powered Summary and Action Recommendations with Organizational Context"}]},{"@type":"WebSite","@id":"https:\/\/www.questionpro.com\/blog\/#website","url":"https:\/\/www.questionpro.com\/blog\/","name":"QuestionPro","description":"","publisher":{"@id":"https:\/\/www.questionpro.com\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.questionpro.com\/blog\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.questionpro.com\/blog\/#organization","name":"QuestionPro","url":"https:\/\/www.questionpro.com\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.questionpro.com\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/10\/questionpro-logo.svg","contentUrl":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/10\/questionpro-logo.svg","caption":"QuestionPro"},"image":{"@id":"https:\/\/www.questionpro.com\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/questionpro","https:\/\/twitter.com\/questionpro","https:\/\/www.linkedin.com\/company\/questionpro\/"]},{"@type":"Person","@id":"https:\/\/www.questionpro.com\/blog\/#\/schema\/person\/ab24238a992348d1070e1fe92ce34609","name":"Utkarsh Awasthi","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.questionpro.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/8fb04247189c96bc6778b94e006c9df9?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/8fb04247189c96bc6778b94e006c9df9?s=96&d=mm&r=g","caption":"Utkarsh Awasthi"},"url":"https:\/\/www.questionpro.com\/blog\/author\/utkarsh-awasthi\/"}]}},"featured_image_src":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2026\/10\/ai-powered-ex-analytics-600x400.jpg","featured_image_src_square":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2026\/10\/ai-powered-ex-analytics-600x564.jpg","author_info":{"display_name":"Utkarsh Awasthi","author_link":"https:\/\/www.questionpro.com\/blog\/author\/utkarsh-awasthi\/"},"_links":{"self":[{"href":"https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/posts\/1117938"}],"collection":[{"href":"https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/users\/233"}],"replies":[{"embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/comments?post=1117938"}],"version-history":[{"count":2,"href":"https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/posts\/1117938\/revisions"}],"predecessor-version":[{"id":1117956,"href":"https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/posts\/1117938\/revisions\/1117956"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/media\/1117939"}],"wp:attachment":[{"href":"https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/media?parent=1117938"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/categories?post=1117938"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/wp-json\/wp\/v2\/tags?post=1117938"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}