{"id":7435,"date":"2026-09-17T08:43:21","date_gmt":"2026-09-17T08:43:21","guid":{"rendered":"https:\/\/borderlessaccess.com\/blog\/?p=7435"},"modified":"2026-09-17T08:44:41","modified_gmt":"2026-09-17T08:44:41","slug":"ai-concept-testing-research","status":"publish","type":"post","link":"https:\/\/borderlessaccess.com\/blog\/ai-concept-testing-research\/","title":{"rendered":"Modernizing Concept Testing in the AI Era: What Really Works for Insights Professionals"},"content":{"rendered":"<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">Reading Time: <\/span> <span class=\"rt-time\"> 6<\/span> <span class=\"rt-label rt-postfix\">minutes<\/span><\/span>\n<p><em>The gap between what a consumer thinks and what they feel is where most product concept testing goes wrong.<\/em><\/p><\/br>\n\n\n\n<p>Here is something that should make any brand strategist uncomfortable. According to a <strong>recently published report in the <em>Journal of Consumer Psychology<\/em><\/strong>, consumers can give positive feedback to a concept that has no genuine impact on their purchase intent, and negative feedback to a concept that would have driven real behavioral change. The rating scale and the purchase decision are, more often than we admit, operating on different frequencies.<\/p><\/br>\n\n\n\n<p>This is not a new observation. It has been quietly understood in research circles for years. What is new is that the tools to bridge this gap have finally arrived at commercial scale, and the brands moving fastest to adopt them are redefining what <a href=\"https:\/\/borderlessaccess.com\/concept-testing\" target=\"_blank\" rel=\"noreferrer noopener\">concept testing<\/a> can actually deliver.<\/p><\/br>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_72 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/borderlessaccess.com\/blog\/ai-concept-testing-research\/#Overcoming_the_Structural_Problem_of_Surveys\" title=\"Overcoming the Structural Problem of Surveys\">Overcoming the Structural Problem of Surveys<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/borderlessaccess.com\/blog\/ai-concept-testing-research\/#_What_Does_a_Consumer_Reveal_Before_They_Say_a_Word\" title=\"\u00a0What Does a Consumer Reveal Before They Say a Word?\">\u00a0What Does a Consumer Reveal Before They Say a Word?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/borderlessaccess.com\/blog\/ai-concept-testing-research\/#Why_This_Matters_More_Now_Than_It_Did_Five_Years_Ago\" title=\"Why This Matters More Now Than It Did Five Years Ago\">Why This Matters More Now Than It Did Five Years Ago<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/borderlessaccess.com\/blog\/ai-concept-testing-research\/#Putting_It_into_Practice_What_Effective_Concept_Testing_Research_Looks_Like\" title=\"Putting It into Practice: What Effective Concept Testing Research Looks Like\">Putting It into Practice: What Effective Concept Testing Research Looks Like<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/borderlessaccess.com\/blog\/ai-concept-testing-research\/#The_Three-Layer_Intelligence_Model\" title=\"The Three-Layer Intelligence Model\">The Three-Layer Intelligence Model<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/borderlessaccess.com\/blog\/ai-concept-testing-research\/#Primary_Consumer_Research_with_Emotional_Intelligence\" title=\"Primary Consumer Research with Emotional Intelligence\">Primary Consumer Research with Emotional Intelligence<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/borderlessaccess.com\/blog\/ai-concept-testing-research\/#_AI-Captured_Country_and_Category_Codes\" title=\"&nbsp;AI-Captured Country and Category Codes\">&nbsp;AI-Captured Country and Category Codes<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/borderlessaccess.com\/blog\/ai-concept-testing-research\/#Human_Expert_Intelligence\" title=\"Human Expert Intelligence\">Human Expert Intelligence<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/borderlessaccess.com\/blog\/ai-concept-testing-research\/#The_Questions_Brands_Can_No_Longer_Afford_to_Ignore\" title=\"The Questions Brands Can No Longer Afford to Ignore\">The Questions Brands Can No Longer Afford to Ignore<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\" id=\"h-overcoming-the-structural-problem-of-surveys\"><span class=\"ez-toc-section\" id=\"Overcoming_the_Structural_Problem_of_Surveys\"><\/span><strong>Overcoming the Structural Problem of Surveys<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"586\" src=\"https:\/\/borderlessaccess.com\/blog\/wp-content\/uploads\/2026\/09\/Overcoming-the-Structural-Problem-of-Surveys-1024x586.webp\" alt=\"\" class=\"wp-image-7437\" srcset=\"https:\/\/borderlessaccess.com\/blog\/wp-content\/uploads\/2026\/09\/Overcoming-the-Structural-Problem-of-Surveys-1024x586.webp 1024w, https:\/\/borderlessaccess.com\/blog\/wp-content\/uploads\/2026\/09\/Overcoming-the-Structural-Problem-of-Surveys-300x172.webp 300w, https:\/\/borderlessaccess.com\/blog\/wp-content\/uploads\/2026\/09\/Overcoming-the-Structural-Problem-of-Surveys-768x439.webp 768w, https:\/\/borderlessaccess.com\/blog\/wp-content\/uploads\/2026\/09\/Overcoming-the-Structural-Problem-of-Surveys.webp 1250w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>The standard concept test has served the industry well for decades. Show a consumer a concept, ask them to rate it, aggregate the scores, and make a call.<\/p><\/br>\n\n\n\n<p>It is built on an assumption that has always been partially false: that consumers have conscious, articulable access to their own preferences, and that what they say in a structured survey setting reflects how they will behave at the moment of purchase.<\/p><\/br>\n\n\n\n<p>Decades of behavioural science research work of researchers who famously argued that <strong>95 percent of purchase decisions are made subconsciously, <\/strong>have established that this assumption is not just occasionally wrong. It is structurally incomplete.<\/p><\/br>\n\n\n\n<p>The consumer who rates a skincare concept 7 out of 10 on purchase intent is giving you their considered, conscious response to a structured question. They are not giving you access to the emotional reaction that happened in the first three seconds, the micro-expression of mild scepticism that crossed their face when they read the claim, or the subtle drop in vocal engagement when the brand name was mentioned. Those signals are where real predictive intelligence lives. And surveys, by design, cannot capture them.<\/p><\/br>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-what-does-a-consumer-reveal-before-they-say-a-word\"><span class=\"ez-toc-section\" id=\"_What_Does_a_Consumer_Reveal_Before_They_Say_a_Word\"><\/span><strong>\u00a0What Does a Consumer Reveal Before They Say a Word?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"586\" src=\"https:\/\/borderlessaccess.com\/blog\/wp-content\/uploads\/2026\/09\/What-Does-a-Consumer-Reveal-Before-They-Say-a-Word-1024x586.webp\" alt=\"What Does a Consumer Reveal Before They Say a Word\" class=\"wp-image-7438\" srcset=\"https:\/\/borderlessaccess.com\/blog\/wp-content\/uploads\/2026\/09\/What-Does-a-Consumer-Reveal-Before-They-Say-a-Word-1024x586.webp 1024w, https:\/\/borderlessaccess.com\/blog\/wp-content\/uploads\/2026\/09\/What-Does-a-Consumer-Reveal-Before-They-Say-a-Word-300x172.webp 300w, https:\/\/borderlessaccess.com\/blog\/wp-content\/uploads\/2026\/09\/What-Does-a-Consumer-Reveal-Before-They-Say-a-Word-768x439.webp 768w, https:\/\/borderlessaccess.com\/blog\/wp-content\/uploads\/2026\/09\/What-Does-a-Consumer-Reveal-Before-They-Say-a-Word.webp 1250w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Facial coding is not a new science. <em>Paul Ekman&#8217;s foundational research on universal facial expressions was published in the 1970s and has been refined continuously since.<\/em> What is new is the ability to deploy it at research scale, in real time, across global consumer populations, using AI-powered analysis that can process thousands of micro-expressions per session with a precision no human observer could match.<\/p><\/br>\n\n\n\n<p>When a consumer is exposed to a concept, their face responds before their rational mind has a chance to form a considered opinion. Genuine delight looks different from polite approval. Real surprise looks different from performed surprise. Confusion that signals genuine engagement looks different from confusion that signals rejection. These distinctions are invisible in a survey.<\/p><\/br>\n\n\n\n<p>Voice tonality analysis adds another dimension. The pace at which someone speaks when describing their reaction to a concept. Voice carries information that the words themselves do not, and AI models trained on large datasets of human vocal patterns can extract that information reliably, across languages, accents, and dialects.<\/p><\/br>\n\n\n\n<p>Together, facial coding and voice tonality analysis give researchers access to what might be called the pre-verbal consumer response, or the layer of reaction that exists before the consumer has translated their experience into language.<\/p><\/br>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-why-this-matters-more-now-than-it-did-five-years-ago\"><span class=\"ez-toc-section\" id=\"Why_This_Matters_More_Now_Than_It_Did_Five_Years_Ago\"><\/span><strong>Why This Matters More Now Than It Did Five Years Ago<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"586\" src=\"https:\/\/borderlessaccess.com\/blog\/wp-content\/uploads\/2026\/09\/Why-This-concept-testing-Matters-More-Now-Than-It-Did-Five-Years-Ago-1024x586.webp\" alt=\"\" class=\"wp-image-7439\" srcset=\"https:\/\/borderlessaccess.com\/blog\/wp-content\/uploads\/2026\/09\/Why-This-concept-testing-Matters-More-Now-Than-It-Did-Five-Years-Ago-1024x586.webp 1024w, https:\/\/borderlessaccess.com\/blog\/wp-content\/uploads\/2026\/09\/Why-This-concept-testing-Matters-More-Now-Than-It-Did-Five-Years-Ago-300x172.webp 300w, https:\/\/borderlessaccess.com\/blog\/wp-content\/uploads\/2026\/09\/Why-This-concept-testing-Matters-More-Now-Than-It-Did-Five-Years-Ago-768x439.webp 768w, https:\/\/borderlessaccess.com\/blog\/wp-content\/uploads\/2026\/09\/Why-This-concept-testing-Matters-More-Now-Than-It-Did-Five-Years-Ago.webp 1250w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>The context in which brands are operating has changed in ways that make emotional intelligence in concept testing more commercially urgent than ever before.<\/p><\/br>\n\n\n\n<p>Consumer attention is compressed. On social platforms, the average time a consumer spends evaluating whether to engage with a piece of content is measured in fractions of a second. The emotional signal a concept sends in its first three seconds is increasingly the only signal that matters. If the research process used to evaluate that concept cannot measure what happens in those three seconds, it is measuring the wrong thing.<\/p><\/br>\n\n\n\n<p>Generative AI has dramatically lowered the cost of producing creative variants. Brands that once produced three concept options now produce thirty. The bottleneck is no longer ideation but evaluation. Research tools that can process emotional response data at scale and speed are the ones that will keep pace with this new creative reality.<\/p><\/br>\n\n\n\n<p>And consumer trust in brand communication is at a historic low. <strong><em>Edelman&#8217;s 2025 Trust Barometer reported that only 50 percent of consumers globally trust the brands<\/em><\/strong> they buy from regularly. In this environment, the gap between a concept that feels authentic and one that feels manufactured is not a stylistic distinction. It is a commercial one. Facial coding and voice tonality analysis can detect inauthenticity signals in consumer responses \u2014 the micro-expressions of scepticism, the flat vocal tone that accompanies disbelief \u2014 that surveys consistently miss.<\/p><\/br>\n\n\n\n<p>By combining primary consumer research data with AI-captured category codes and emotional triggers that are currently driving engagement in a specific category and market, helps produce creatives better aligned with the cultural context of the target market.<\/p><\/br>\n\n\n\n<p><strong><em>Download the eBook to learn how our approach to <a href=\"https:\/\/borderlessaccess.com\/food-beverage-qsr-market-research-nandos-ebook\" target=\"_blank\" rel=\"noreferrer noopener\">concept testing research helped a QSR giant win over a new generation of diners in South Africa<\/a>.<\/em><\/strong><\/p><\/br>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-putting-it-into-practice-what-effective-concept-testing-research-looks-like\"><span class=\"ez-toc-section\" id=\"Putting_It_into_Practice_What_Effective_Concept_Testing_Research_Looks_Like\"><\/span><strong>Putting It into Practice: What Effective Concept Testing Research Looks Like<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"586\" src=\"https:\/\/borderlessaccess.com\/blog\/wp-content\/uploads\/2026\/09\/Concept-Testing-AI-Captured-Country-and-Category-Codes-1024x586.webp\" alt=\"\" class=\"wp-image-7440\" srcset=\"https:\/\/borderlessaccess.com\/blog\/wp-content\/uploads\/2026\/09\/Concept-Testing-AI-Captured-Country-and-Category-Codes-1024x586.webp 1024w, https:\/\/borderlessaccess.com\/blog\/wp-content\/uploads\/2026\/09\/Concept-Testing-AI-Captured-Country-and-Category-Codes-300x172.webp 300w, https:\/\/borderlessaccess.com\/blog\/wp-content\/uploads\/2026\/09\/Concept-Testing-AI-Captured-Country-and-Category-Codes-768x439.webp 768w, https:\/\/borderlessaccess.com\/blog\/wp-content\/uploads\/2026\/09\/Concept-Testing-AI-Captured-Country-and-Category-Codes.webp 1250w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>The brands getting the most value from emotionally-intelligent concept testing share a few operational characteristics.<\/p><\/br>\n\n\n\n<p>They integrate it early. Emotional testing applied to rough concepts and storyboards catches fundamental resonance issues before significant production investment has been made. The earlier in the development process the emotional intelligence is available, the more it can actually change the concept rather than just evaluate it.<\/p><\/br>\n\n\n\n<p>Most concept testing tools were built to answer one question: does this work? <a href=\"https:\/\/borderlessaccess.com\/concept-testing\" target=\"_blank\" rel=\"noreferrer noopener\">InnoSight 2.0<\/a> by Borderless Access was built to answer a harder one: how do we make this win in this market, with this consumer, at this cultural moment?<\/p><\/br>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-three-layer-intelligence-model\"><span class=\"ez-toc-section\" id=\"The_Three-Layer_Intelligence_Model\"><\/span><strong>The Three-Layer Intelligence Model<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>InnoSight 2.0 operates through the integration of three distinct intelligence sources. Each tells part of the story. Together, they produce something no conventional concept test can: a complete picture of how a concept is experienced emotionally, rationally, and culturally.<\/p><\/br>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-primary-consumer-research-with-emotional-intelligence\" style=\"font-size:20px\"><span class=\"ez-toc-section\" id=\"Primary_Consumer_Research_with_Emotional_Intelligence\"><\/span><strong>Primary Consumer Research with Emotional Intelligence<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>The foundation is structured primary research with verified, deeply profiled consumer panels across target markets. But unlike conventional concept testing, InnoSight 2.0 does not stop at rating scales and stated preferences. It integrates facial coding and voice tonality analysis directly into the research process.<\/p><\/br>\n\n\n\n<p>As consumers engage with a concept, their facial expressions are captured and processed in real time across dozens of micro-expression variables \u2014 distinguishing genuine delight from polite approval, authentic surprise from performed engagement, real confusion from considered skepticism. Voice tonality analysis runs simultaneously, capturing the emotional warmth, hesitation, pace, and engagement level in how consumers verbally respond.<\/p><\/br>\n\n\n\n<p>The result is a dual-layer data stream: what the consumer says, and what their face and voice reveal before the words are formed. In categories where purchase decisions are driven by aspiration, identity, and emotional resonance, that second layer is often the more predictive one.<\/p><\/br>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-nbsp-ai-captured-country-and-category-codes\" style=\"font-size:20px\"><span class=\"ez-toc-section\" id=\"_AI-Captured_Country_and_Category_Codes\"><\/span>&nbsp;<strong>AI-Captured Country and Category Codes<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>This is where InnoSight 2.0 goes significantly beyond emotional testing tools and conventional concept platforms. The platform draws on AI-captured intelligence from key digital platforms in each target market to understand what codes are actively driving engagement in the category right now. It includes live, market-specific intelligence on the visual language, claim structures, occasion associations, emotional triggers, and aesthetic cues that are currently resonating with consumers in each geography.<\/p><\/br>\n\n\n\n<p>This matters because emotional response to a concept is always culturally mediated. The same claim that generates warmth in one market generates skepticism in another, not because the emotion being targeted is wrong, but because the cultural codes being used to access it are market-specific.<\/p><\/br>\n\n\n\n<p>Country and category code intelligence makes this variation legible before launch. It answers the question that conventional concept testing almost never addresses directly: <em>Is this concept speaking in the right cultural register for this specific market?<\/em><\/p><\/br>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-human-expert-intelligence\" style=\"font-size:20px\"><span class=\"ez-toc-section\" id=\"Human_Expert_Intelligence\"><\/span><strong>Human Expert Intelligence<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>AI can identify patterns across thousands of data points faster than any human team. It cannot tell you what those patterns mean for your brand strategy, or what the right creative response to them is. This is why InnoSight 2.0 pairs its automated intelligence with a layer of human expert interpretation.<\/p><\/br>\n\n\n\n<p>Insights professionals who understand both the research methodology and the category context drive the analysis, the strategic interpretation, and the concrete recommendations. In complex, multi-market research engagements, this human layer is what transforms findings into a brief that a brand team or creative agency can actually act on.<\/p><\/br>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-questions-brands-can-no-longer-afford-to-ignore\"><span class=\"ez-toc-section\" id=\"The_Questions_Brands_Can_No_Longer_Afford_to_Ignore\"><\/span><strong>The Questions Brands Can No Longer Afford to Ignore<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>In markets where the emotional layer of consumer decision-making is more commercially decisive than ever, and where the tools to access that layer are now available at research scale, relying on surveys alone is leaving the most predictive intelligence on the table.<\/p><\/br>\n\n\n\n<p>The brands that will build the most durable consumer relationships over the next decade are those that understand not just what their consumers say about their concepts, but what their faces and voices reveal before the words are even formed.<\/p><\/br>\n\n\n\n<p>That is not a research methodology. It is a competitive advantage.<\/p><\/br>\n\n\n\n<p><strong><em>Want to explore how our proprietary solution for concept testing is helping Fortune 500 companies launch their products with confidence? <a href=\"https:\/\/borderlessaccess.com\/contact-us\/\" target=\"_blank\" rel=\"noreferrer noopener\">Talk to our experts<\/a> to see it in action.<\/em><\/strong><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">Reading Time: <\/span> <span class=\"rt-time\"> 6<\/span> <span class=\"rt-label rt-postfix\">minutes<\/span><\/span>The gap between what a consumer thinks and what they feel is where most product concept testing goes wrong. Here is something that should make any brand strategist uncomfortable. According to a recently published report in the Journal of Consumer Psychology, consumers can give positive feedback to a concept that has no genuine impact on their purchase intent, and negative feedback to a concept that would have driven real behavioral change. The rating scale and the purchase decision are, more often than we admit, operating on different frequencies. This is not a new observation. It has been quietly understood in&#8230;<\/p>\n","protected":false},"author":21,"featured_media":7436,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-7435","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-insights"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.1 (Yoast SEO v22.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Modern Concept Testing Research in the AI Era<\/title>\n<meta name=\"description\" content=\"Explore how AI in concept testing combines emotional, voice, behavioral, and cultural insights to better understand consumers.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/borderlessaccess.com\/blog\/ai-concept-testing-research\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Modernizing Concept Testing in the AI Era: What Really Works for Insights Professionals\" \/>\n<meta property=\"og:description\" content=\"Explore how AI in concept testing combines emotional, voice, behavioral, and cultural insights to better understand consumers.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/borderlessaccess.com\/blog\/ai-concept-testing-research\/\" \/>\n<meta property=\"og:site_name\" content=\"Market Research Insights -Borderless Access Blog\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-17T08:43:21+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-09-17T08:44:41+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/borderlessaccess.com\/blog\/wp-content\/uploads\/2026\/09\/Consumer-Concept-Testing-Insights.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1250\" \/>\n\t<meta property=\"og:image:height\" content=\"715\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Cindy Bowdan\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Cindy Bowdan\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/borderlessaccess.com\/blog\/ai-concept-testing-research\/\",\"url\":\"https:\/\/borderlessaccess.com\/blog\/ai-concept-testing-research\/\",\"name\":\"Modern Concept Testing Research in the AI Era\",\"isPartOf\":{\"@id\":\"https:\/\/borderlessaccess.com\/blog\/#website\"},\"datePublished\":\"2026-09-17T08:43:21+00:00\",\"dateModified\":\"2026-09-17T08:44:41+00:00\",\"author\":{\"@id\":\"https:\/\/borderlessaccess.com\/blog\/#\/schema\/person\/7cef99a161a6dc7f1d93f063980cd0fd\"},\"description\":\"Explore how AI in concept testing combines emotional, voice, behavioral, and cultural insights to better understand consumers.\",\"breadcrumb\":{\"@id\":\"https:\/\/borderlessaccess.com\/blog\/ai-concept-testing-research\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/borderlessaccess.com\/blog\/ai-concept-testing-research\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/borderlessaccess.com\/blog\/ai-concept-testing-research\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/borderlessaccess.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Modernizing Concept Testing in the AI Era: What Really Works for Insights Professionals\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/borderlessaccess.com\/blog\/#website\",\"url\":\"https:\/\/borderlessaccess.com\/blog\/\",\"name\":\"Market Research Insights - Borderless Access Blog\",\"description\":\"Gain fresh perspectives and insights on global trends for your business growth. 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