{"id":6956,"date":"2025-11-13T18:49:01","date_gmt":"2025-11-13T17:49:01","guid":{"rendered":"https:\/\/liminal.pt\/martech-magazine\/?p=6956"},"modified":"2025-11-13T18:49:11","modified_gmt":"2025-11-13T17:49:11","slug":"how-to-use-artificial-intelligence-to-improve-customer-experience","status":"publish","type":"post","link":"https:\/\/liminal.pt\/martech-magazine\/en\/how-to-use-artificial-intelligence-to-improve-customer-experience\/","title":{"rendered":"How to Use Artificial Intelligence to Improve Customer Experience"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Customer experience has become one of the strongest competitive differentiators in the modern market. In Portugal, as in the rest of Europe, customers expect companies to respond faster, more clearly and more consistently. They want simple processes, effortless communication and an experience that flows naturally across departments \u2014 whether they are filling in a form, requesting support, interacting with sales or renewing a contract.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However, the operational reality of most Portuguese companies often falls short of these expectations. Small teams, manual processes, dispersed systems and limited integration across marketing, sales and support create friction. This results in a fragmented, inconsistent and often frustrating experience for customers.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Artificial Intelligence (AI) has emerged as a practical and transformative solution to this challenge. More than a technological trend, AI is now a structural capability that enables companies to offer more human, smarter and more fluid experiences \u2014 without multiplying operational costs. It does not replace people; it enhances them. It ensures consistency at scale, speeds up processes, reduces repetition and strengthens every interaction.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In this article, we explore in depth how AI can transform Customer Experience across the entire journey \u2014 from first contact to long-term loyalty \u2014 with insights, frameworks and recommendations tailored to the Portuguese business context.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>1. Diagnosis and Discovery: Understanding the Current Experience<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">No company can genuinely improve Customer Experience without first understanding how it is currently perceived. Internal perception rarely matches what customers actually feel. This is why AI-based diagnostics have become a foundational step.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI enables companies to analyse large volumes of data, identify behaviour patterns, predict needs and uncover friction points that often remain invisible to human teams.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1.1 Automatic Feedback and Sentiment Analysis<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Companies receive dozens or even hundreds of messages every day \u2014 ranging from support requests to email responses, comments on social media or product reviews. Analysing all this manually is impossible.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI, however, can:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>process thousands of messages in minutes;<\/li>\n\n\n\n<li>classify sentiment (positive, neutral, negative);<\/li>\n\n\n\n<li>identify recurring themes;<\/li>\n\n\n\n<li>detect rising complaints or dissatisfaction;<\/li>\n\n\n\n<li>segment concerns by customer type;<\/li>\n\n\n\n<li>highlight experiences likely to generate churn.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">For example, an AI model may reveal that most frustrations occur after the first support interaction, not because of poor resolution but because customers feel abandoned afterwards. This kind of insight allows for targeted and impactful improvements.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1.2 Identifying Friction Points Across the Entire Customer Journey<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI does not analyse interactions in isolation; it can examine the complete journey. This is especially relevant in organisations where marketing, sales and support operate in separate systems with minimal communication.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI can detect:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>stages where customers frequently drop out;<\/li>\n\n\n\n<li>unclear or confusing processes;<\/li>\n\n\n\n<li>handoff gaps between teams;<\/li>\n\n\n\n<li>inconsistencies in communication;<\/li>\n\n\n\n<li>slow response times that discourage customers.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This holistic visibility enables companies to redesign experiences strategically rather than relying on guesswork.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1.3 Predictive Segmentation and Behavioural Analysis<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Traditional segmentation (age, industry, company size) is no longer enough. To truly elevate Customer Experience, companies must segment based on <em>intent<\/em> and <em>probability of action<\/em>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI helps predict:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>who is ready to buy;<\/li>\n\n\n\n<li>who is at risk of abandoning the process;<\/li>\n\n\n\n<li>who requires more support;<\/li>\n\n\n\n<li>who has high lifetime value potential;<\/li>\n\n\n\n<li>who may be open to an upgrade;<\/li>\n\n\n\n<li>who needs human intervention.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This predictive approach allows teams to act in advance, reducing risk and increasing opportunities.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>2. Intelligent Personalisation: Creating Experiences That Matter<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Personalisation is now an expectation. Customers want relevant, contextual communication and a journey tailored to their needs. But manual personalisation is practically impossible at scale.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI makes it possible.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.1 Personalised Content and Recommendations in Real Time<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">With AI, companies can automatically adapt:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>email content;<\/li>\n\n\n\n<li>landing pages;<\/li>\n\n\n\n<li>recommendations;<\/li>\n\n\n\n<li>onboarding flow;<\/li>\n\n\n\n<li>educational resources;<\/li>\n\n\n\n<li>commercial proposals.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">For example, a visitor who repeatedly checks the pricing page may automatically receive content focused on ROI, while someone still in the initial stages of research may be offered guides or introductory videos.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.2 Dynamic Automation of the Customer Journey<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Traditional automation flows follow a rigid structure: step 1, step 2, step 3.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI breaks this pattern completely.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">With AI, the journey becomes adaptive, adjusting itself based on the customer\u2019s behaviour:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>If the customer shows interest, the system accelerates the journey.<\/li>\n\n\n\n<li>If engagement decreases, it changes the channel or pace.<\/li>\n\n\n\n<li>If the customer displays buying intent, it introduces more detailed or commercial messages.<\/li>\n\n\n\n<li>If frustration is detected, it activates support before the customer complains.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This creates an experience that feels natural and personalised.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.3 Anticipating Needs and Critical Moments<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI also acts proactively. It can predict when customers will:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>need help;<\/li>\n\n\n\n<li>struggle with product usage;<\/li>\n\n\n\n<li>request more information;<\/li>\n\n\n\n<li>be ready to buy;<\/li>\n\n\n\n<li>consider cancelling;<\/li>\n\n\n\n<li>be ideal candidates for an upgrade.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This allows companies to act before problems escalate, improving satisfaction and strengthening the relationship.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>3. Conversational Assistants and Intelligent Bots<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Conversational AI has evolved dramatically \u2014 from simplistic FAQ bots to advanced voice and chat assistants capable of understanding nuance, context and intent.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In Portugal, adoption has grown in sectors like real estate, technology, consulting, banking, healthcare and B2B services.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.1 More Human and Contextual Chatbots and Voice Assistants<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Powered by advanced language models, these assistants can:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>interpret complex questions;<\/li>\n\n\n\n<li>adjust tone based on the customer\u2019s emotion;<\/li>\n\n\n\n<li>hold natural conversations;<\/li>\n\n\n\n<li>request information smoothly;<\/li>\n\n\n\n<li>solve multiple topics in one interaction.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This results in fast, clear and consistent support \u2014 24\/7.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.2 Automated Triage, Qualification and Support<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI can manage a large volume of requests without overwhelming teams. For example, it can:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>qualify leads using BANT or CHAMP;<\/li>\n\n\n\n<li>sort tickets based on urgency;<\/li>\n\n\n\n<li>answer common questions;<\/li>\n\n\n\n<li>open support cases automatically;<\/li>\n\n\n\n<li>collect structured data;<\/li>\n\n\n\n<li>escalate issues when needed.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This frees human agents to focus on tasks requiring deeper expertise.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.3 Deep Integration with CRM and Internal Systems<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">When assistants are linked to the CRM, their value multiplies. They can:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>register interactions;<\/li>\n\n\n\n<li>update contact and account details;<\/li>\n\n\n\n<li>create tasks or opportunities;<\/li>\n\n\n\n<li>schedule meetings;<\/li>\n\n\n\n<li>find information across systems;<\/li>\n\n\n\n<li>deliver personalised information based on past behaviour.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This creates a seamless and unified experience across all touchpoints.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>4. Intelligent Automation Across Marketing, Sales and Support<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI enhances teams across the organisation, creating a more consistent and efficient customer experience.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4.1 Smarter, Data-Driven Marketing<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI allows marketing teams to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>build more relevant campaigns;<\/li>\n\n\n\n<li>personalise messaging;<\/li>\n\n\n\n<li>adjust investment automatically;<\/li>\n\n\n\n<li>test variations continuously;<\/li>\n\n\n\n<li>predict which content will generate engagement.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This results in marketing that feels personalised, not intrusive.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4.2 Predictive, Customer-Focused Sales<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Sales teams benefit significantly from AI. The technology helps:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>prioritise leads;<\/li>\n\n\n\n<li>enrich CRM data automatically;<\/li>\n\n\n\n<li>forecast revenue;<\/li>\n\n\n\n<li>understand buying signals;<\/li>\n\n\n\n<li>identify opportunities for cross-sell or upsell;<\/li>\n\n\n\n<li>suggest arguments based on past success.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This frees sales teams to focus on meaningful conversations instead of administrative work.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4.3 Faster and More Consistent Support<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">In support, AI dramatically reduces resolution time. It can:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>classify and route tickets;<\/li>\n\n\n\n<li>suggest responses to agents;<\/li>\n\n\n\n<li>detect emerging issues;<\/li>\n\n\n\n<li>automate repetitive tasks;<\/li>\n\n\n\n<li>personalise guidance based on customer history.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Customers benefit from faster and more accurate responses.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>5. The Power of AI in Retention, Loyalty and Post-Sales Experience<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Retention is one of the areas where AI delivers the highest return. In Portugal, many companies prioritise acquisition but lack the resources to maintain continuous post-sales engagement. AI helps fill this gap.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5.1 Predicting Churn and Acting Before Customers Leave<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI can detect early signs of disengagement, such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>decreasing product usage;<\/li>\n\n\n\n<li>longer gaps between interactions;<\/li>\n\n\n\n<li>sudden behavioural changes;<\/li>\n\n\n\n<li>declining responsiveness;<\/li>\n\n\n\n<li>subtle increases in complaints.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">With this information, teams can intervene proactively with support, resources or human follow-up.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5.2 Intelligent Onboarding and Continuous Guidance<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Onboarding is a decisive stage. AI helps ensure customers progress smoothly by:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>monitoring key milestones;<\/li>\n\n\n\n<li>detecting common difficulties;<\/li>\n\n\n\n<li>recommending specific resources;<\/li>\n\n\n\n<li>triggering support flows when necessary;<\/li>\n\n\n\n<li>identifying customers at risk of drop-off.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This creates a personalised onboarding experience for every user.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5.3 Intelligent Value Recommendations Throughout the Relationship<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI also helps identify opportunities that truly benefit the customer, such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>useful upgrades;<\/li>\n\n\n\n<li>relevant add-ons;<\/li>\n\n\n\n<li>targeted training;<\/li>\n\n\n\n<li>educational resources;<\/li>\n\n\n\n<li>proactive suggestions before issues arise.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This strengthens trust and long-term loyalty.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>6. Implementing AI in Customer Experience: A Practical and Sustainable Model<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Introducing AI into Customer Experience requires strategy, structure and internal alignment. A simple, pragmatic and effective model includes five steps.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>6.1 Mapping the Customer Journey Thoroughly<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Before automating anything, the company must understand how customers move through the relationship. Mapping the journey highlights:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>critical friction points;<\/li>\n\n\n\n<li>redundancies and inconsistencies;<\/li>\n\n\n\n<li>moments requiring human input;<\/li>\n\n\n\n<li>areas where AI adds the greatest value.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>6.2 Unifying Data and Building a Solid Technological Foundation<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI cannot function properly with fragmented data. For strong results, the CRM and MarTech stack must contain unified, clean and reliable information.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This involves:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>eliminating duplicates;<\/li>\n\n\n\n<li>improving data governance;<\/li>\n\n\n\n<li>integrating marketing, sales and support;<\/li>\n\n\n\n<li>maintaining the CRM as the source of truth.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>6.3 Prioritising High-Impact Use Cases<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Early wins help gain internal adoption. Suitable initial use cases include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>automatic lead qualification;<\/li>\n\n\n\n<li>intelligent ticket triage;<\/li>\n\n\n\n<li>personalised campaigns;<\/li>\n\n\n\n<li>AI-assisted replies for support teams;<\/li>\n\n\n\n<li>conversational assistants for simple enquiries.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>6.4 Training AI with Internal Knowledge<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI must speak the company\u2019s language. Training it with:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>documentation,<\/li>\n\n\n\n<li>FAQs,<\/li>\n\n\n\n<li>commercial scripts,<\/li>\n\n\n\n<li>support protocols,<\/li>\n\n\n\n<li>historical cases,<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">ensures its outputs are precise, useful and consistent.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>6.5 Measuring and Optimising Continuously<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI implementation is not a one-time event; it requires ongoing evolution. Key metrics include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>NPS;<\/li>\n\n\n\n<li>CSAT;<\/li>\n\n\n\n<li>average response time;<\/li>\n\n\n\n<li>first-contact resolution rate;<\/li>\n\n\n\n<li>conversion across journey stages;<\/li>\n\n\n\n<li>retention and customer lifetime value.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Continuous optimisation ensures AI remains aligned with customer expectations.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Conclusion<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Artificial Intelligence has transformed Customer Experience, making interactions more intelligent, faster and more human. By understanding behaviour patterns, personalising communication, automating repetitive tasks and anticipating needs, AI allows companies to deliver a superior end-to-end experience.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The true transformation happens when AI, CRM, data and teams work together to create a seamless and relevant experience across all touchpoints \u2014 from the first interaction to long-term loyalty.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The future of Customer Experience is hybrid: human where it matters, automated where it adds value, and always guided by intelligent insights. Companies that embrace this shift will build a clear competitive advantage in the years ahead.<\/p>\n<div class=\"rtng-rating-total\" data-id=\"6956\"><span class=\"rtng-text rtng-title\">Feedback<\/span><div class=\"rtng-star-rating rtng-no-js \" data-rating=\"0\"><div class=\"rtng-star\" data-rating=\"1\">\n\t\t\t\t\t<span class=\"dashicons dashicons-star-empty\"><\/span>\n\t\t\t\t<\/div><div class=\"rtng-star\" data-rating=\"2\">\n\t\t\t\t\t<span class=\"dashicons dashicons-star-empty\"><\/span>\n\t\t\t\t<\/div><div class=\"rtng-star\" data-rating=\"3\">\n\t\t\t\t\t<span class=\"dashicons dashicons-star-empty\"><\/span>\n\t\t\t\t<\/div><div class=\"rtng-star\" data-rating=\"4\">\n\t\t\t\t\t<span class=\"dashicons dashicons-star-empty\"><\/span>\n\t\t\t\t<\/div><div class=\"rtng-star\" data-rating=\"5\">\n\t\t\t\t\t<span class=\"dashicons dashicons-star-empty\"><\/span>\n\t\t\t\t<\/div><\/div><span class=\"rtng-text rtng-total\">No rating yet<\/span><\/div><form action=\"\" method=\"post\" class=\"rtng-form\" data-id=\"6956\"><input type=\"hidden\" name=\"rtng_show_title\" value=\"1\"><span class=\"rtng-text rtng-vote-title\">O meu feedback:<\/span><div class=\"rtng-star-rating rtng-no-js rtng-active\" data-rating=\"\"><label class=\"rtng-star\" data-rating=\"1\">\n\t\t\t\t\t<input type=\"radio\"  name=\"rtng_rating[0]\" value=\"1\" \/>\n\t\t\t\t\t<span class=\"dashicons dashicons-star-empty\"><\/span>\n\t\t\t\t<\/label><label class=\"rtng-star\" data-rating=\"2\">\n\t\t\t\t\t<input type=\"radio\"  name=\"rtng_rating[0]\" value=\"2\" \/>\n\t\t\t\t\t<span class=\"dashicons dashicons-star-empty\"><\/span>\n\t\t\t\t<\/label><label class=\"rtng-star\" data-rating=\"3\">\n\t\t\t\t\t<input type=\"radio\"  name=\"rtng_rating[0]\" value=\"3\" \/>\n\t\t\t\t\t<span class=\"dashicons dashicons-star-empty\"><\/span>\n\t\t\t\t<\/label><label class=\"rtng-star\" data-rating=\"4\">\n\t\t\t\t\t<input type=\"radio\"  name=\"rtng_rating[0]\" value=\"4\" \/>\n\t\t\t\t\t<span class=\"dashicons dashicons-star-empty\"><\/span>\n\t\t\t\t<\/label><label class=\"rtng-star\" data-rating=\"5\">\n\t\t\t\t\t<input type=\"radio\"  name=\"rtng_rating[0]\" value=\"5\" \/>\n\t\t\t\t\t<span class=\"dashicons dashicons-star-empty\"><\/span>\n\t\t\t\t<\/label><\/div><noscript><input type=\"submit\" name=\"rtng_add_button\" class=\"rtng-add-button\" value=\"Rate\" \/><\/noscript>\n\t\t\t\t<input type=\"hidden\" name=\"rtng_object_type\" value=\"post\">\n\t\t\t\t<input type=\"hidden\" name=\"rtng_object_id\" value=\"0\">\n\t\t\t\t<input type=\"hidden\" name=\"rtng_post_id\" value=\"6956\"><input type=\"hidden\" id=\"rtng_nonce_button\" name=\"rtng_nonce_button\" value=\"cf9f4a0a4e\" \/><input type=\"hidden\" name=\"_wp_http_referer\" value=\"\/martech-magazine\/wp-json\/wp\/v2\/posts\/6956\" \/><\/form>","protected":false},"excerpt":{"rendered":"<p>Customer experience has become one of the strongest competitive differentiators in the modern market. In Portugal, as in the rest of Europe, customers expect companies to respond faster, more clearly &hellip; <\/p>\n","protected":false},"author":2,"featured_media":6952,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[1370,641],"tags":[],"class_list":["post-6956","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-inteligencia-artificial-en","category-customerexperience"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How to Use AI to Improve Customer Experience | Martech Magazine<\/title>\n<meta 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