{"id":41866,"date":"2026-02-03T13:15:04","date_gmt":"2026-02-03T18:15:04","guid":{"rendered":"https:\/\/www.forsta.com\/resources\/news\/narrative-hx-to-turn-unstructured-feedback-into-fast-actionable-insight\/"},"modified":"2026-08-31T12:58:49","modified_gmt":"2026-08-31T16:58:49","slug":"narrative-hx-to-turn-unstructured-feedback-into-fast-actionable-insight","status":"publish","type":"news","link":"https:\/\/www.forsta.com\/resources\/news\/narrative-hx-to-turn-unstructured-feedback-into-fast-actionable-insight\/","title":{"rendered":"Narrative HX to turn unstructured feedback into fast, actionable insight"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><em>AI-powered text analytics&nbsp;solution&nbsp;builds custom models in minutes&nbsp;accelerating&nbsp;time-to-insight across industries<\/em>&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Forsta, a leading provider of experience measurement, data analytics, and insights, has launched Narrative HX, an AI-powered solution for&nbsp;unstructured feedback&nbsp;analysis.&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Narrative HX turns&nbsp;raw feedback into structured insights\u2014highlighting common pain points, signals of trust or concern, and the factors driving customer decisions\u2014and delivers those insights directly into&nbsp;summaries, recommendations, and&nbsp;role-based&nbsp;dashboards.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In head-to-head testing, Narrative HX significantly outperformed traditional rule-based and legacy machine learning approaches across multiple criteria, commonly achieving accuracy in the mid-90% range,&nbsp;with&nbsp;2\u00d7 higher recall&nbsp;and model creation within minutes.&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Organizations&nbsp;in&nbsp;healthcare, financial services, insurance, retail, and market research&nbsp;already&nbsp;use Narrative HX to move faster from qualitative data to decisions. By reducing turnaround from weeks to hours, the solution makes advanced text analytics accessible to everyday users while&nbsp;scaling to&nbsp;enterprise demands.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Narrative HX features:<\/strong>&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>End-to-end generative AI:<\/strong>\u00a0Create tailored text analytics models in minutes,\u00a0no manual rules\u00a0required\u00a0<\/li>\n\n\n\n<li><strong>Multilingual analysis:<\/strong>\u00a0Automatically detect and analyze feedback in ~50 languages; categories display in English for consistent reporting\u00a0<\/li>\n\n\n\n<li><strong>Custom categories and sentiment:<\/strong>\u00a0Build tailored categories that fit your business and see sentiment at both the comment and theme level\u00a0<\/li>\n\n\n\n<li><strong>Studio visualization integration:<\/strong>\u00a0Push results straight into existing\u00a0HX Platform\u00a0dashboards,\u00a0no new\u00a0tools\u00a0or interfaces to learn\u00a0<\/li>\n\n\n\n<li><strong>Model reusability and trending:<\/strong>\u00a0Save and reuse models to\u00a0track changes\u00a0over time\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Every industry is flooded with unstructured feedback from surveys, contact centers, digital channels, and social platforms.&nbsp;But&nbsp;traditional rule-based approaches are slow and rigid. Narrative HX replaces manual effort with AI-powered&nbsp;automation&nbsp;so organizations can surface themes, sentiment, and trends quickly and act with confidence.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cToday, organizations receive staggering&nbsp;volumes&nbsp;of unstructured feedback, but the real challenge is turning that noise into insight&nbsp;that fuels action,\u201d said Darren Dworkin, Chief Operating Officer of Press Ganey.&nbsp;\u201cNarrative HX makes that possible.&nbsp;AI&nbsp;surfaces&nbsp;themes, sentiment, and trends in real time, giving&nbsp;leaders in every industry the clarity they need to act quickly.\u201d&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Early&nbsp;adopters&nbsp;report faster analysis cycles, higher productivity, and quicker action on emerging issues.&nbsp;Narrative HX helps organizations bring qualitative voices into daily decision-making, from improving patient and customer journeys, to building brand trust, to accelerating global research.&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cNarrative HX has transformed how we act on patient feedback,\u201d said Vanessa Mona, Vice President, Consumer Insights and Experience of Henry Ford Health. \u201cWhat once&nbsp;required&nbsp;hours of manual effort is now automated, giving our team faster insights and more time to focus on what matters most to patients. With Senior Experience Analytics Specialist Cailin Haggerty leading the way,&nbsp;we\u2019ve&nbsp;uncovered issues like patients struggling to find the portal and addressed them right away, ensuring patient voices&nbsp;don\u2019t&nbsp;get lost in the noise.\u201d&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">To learn more about how Forsta is helping organizations turn qualitative feedback into action with Narrative HX,&nbsp;<a href=\"https:\/\/www.pressganey.com\/speak-to-an-expert\/\" target=\"_blank\" rel=\"noopener\">contact us to speak to an expert.<\/a>&nbsp;<\/p>\n","protected":false},"featured_media":27838,"parent":0,"template":"","meta":{"disable_featured_image":false},"news-location":[],"class_list":["post-41866","news","type-news","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/www.forsta.com\/wp-json\/wp\/v2\/news\/41866","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.forsta.com\/wp-json\/wp\/v2\/news"}],"about":[{"href":"https:\/\/www.forsta.com\/wp-json\/wp\/v2\/types\/news"}],"version-history":[{"count":1,"href":"https:\/\/www.forsta.com\/wp-json\/wp\/v2\/news\/41866\/revisions"}],"predecessor-version":[{"id":43865,"href":"https:\/\/www.forsta.com\/wp-json\/wp\/v2\/news\/41866\/revisions\/43865"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.forsta.com\/wp-json\/wp\/v2\/media\/27838"}],"wp:attachment":[{"href":"https:\/\/www.forsta.com\/wp-json\/wp\/v2\/media?parent=41866"}],"wp:term":[{"taxonomy":"news-location","embeddable":true,"href":"https:\/\/www.forsta.com\/wp-json\/wp\/v2\/news-location?post=41866"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}