{"id":2377,"date":"2026-06-25T22:02:13","date_gmt":"2026-06-25T15:02:13","guid":{"rendered":"https:\/\/ts68.vn\/?page_id=2377"},"modified":"2026-06-25T23:41:50","modified_gmt":"2026-06-25T16:41:50","slug":"data-analytics-and-ai-applications","status":"publish","type":"page","link":"https:\/\/ts68.vn\/en\/data-analytics-and-ai-applications\/","title":{"rendered":"Data analytics &#038; AI applications"},"content":{"rendered":"\t\t<div class=\"ts68-icon-defs\">\n\t\t\t\t\n<p><svg class=\"ts68-icon-sprite\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\">\n  <symbol id=\"ts68-i-chart-line\" viewBox=\"0 0 24 24\">\n    <path d=\"M4 19h16\" \/>\n    <path d=\"M4 15l4 -5l4 3l4 -7l4 4\" \/>\n  <\/symbol>\n  <symbol id=\"ts68-i-file-analytics\" viewBox=\"0 0 24 24\">\n    <path d=\"M14 3v4a1 1 0 0 0 1 1h4\" \/>\n    <path d=\"M17 21h-10a2 2 0 0 1 -2 -2v-14a2 2 0 0 1 2 -2h7l5 5v11a2 2 0 0 1 -2 2\" \/>\n    <path d=\"M9 17l0 -5\" \/>\n    <path d=\"M12 17l0 -1\" 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0 0 1 -2 -2v-8a2 2 0 0 1 2 -2\" \/>\n    <path d=\"M8 9h8\" \/>\n    <path d=\"M8 13h5\" \/>\n  <\/symbol>\n  <symbol id=\"ts68-i-bell\" viewBox=\"0 0 24 24\">\n    <path d=\"M10 5a2 2 0 1 1 4 0a7 7 0 0 1 4 6v3l2 3h-16l2 -3v-3a7 7 0 0 1 4 -6\" \/>\n    <path d=\"M9 17v1a3 3 0 0 0 6 0v-1\" \/>\n  <\/symbol>\n  <symbol id=\"ts68-i-workflow\" viewBox=\"0 0 24 24\">\n    <path d=\"M5 6a2 2 0 1 0 4 0a2 2 0 0 0 -4 0\" \/>\n    <path d=\"M15 18a2 2 0 1 0 4 0a2 2 0 0 0 -4 0\" \/>\n    <path d=\"M7 8v3a3 3 0 0 0 3 3h4\" \/>\n    <path d=\"M14 11l3 3l-3 3\" \/>\n  <\/symbol>\n  <symbol id=\"ts68-i-shield-check\" viewBox=\"0 0 24 24\">\n    <path d=\"M11.46 20.846a12 12 0 0 1 -7.96 -14.846a12 12 0 0 0 8.5 -3a12 12 0 0 0 8.5 3a12 12 0 0 1 -.09 7.06\" \/>\n    <path d=\"M15 19l2 2l4 -4\" \/>\n  <\/symbol>\n  <symbol id=\"ts68-i-users-group\" viewBox=\"0 0 24 24\">\n    <path d=\"M10 13a2 2 0 1 0 4 0a2 2 0 0 0 -4 0\" \/>\n    <path d=\"M8 21v-1a2 2 0 0 1 2 -2h4a2 2 0 0 1 2 2v1\" \/>\n    <path 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class=\"text ts68-about-lead\">\n\t\t\n<p class=\"ts68-about-kicker\">Data analytics and AI applications<\/p>\n<h1>Data analytics and AI applications that turn scattered data into useful management insights<\/h1>\n<p>TS68 data analytics and AI applications help businesses bring data together from multiple sources, standardize key metrics, build Power BI dashboards or develop custom analytics systems around their own operations.<\/p>\n<p>Once the data foundation is clear enough, we can extend it into practical AI use cases such as internal knowledge assistants, data Q&amp;A, report summaries, request classification, anomaly alerts and automation for repetitive tasks.<\/p>\n\t\t\t<\/div>\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n<\/div>\n\t\t<\/div>\n\n\t\t\n<style>\n#section_1209574033 {\n  padding-top: 72px;\n  padding-bottom: 72px;\n  background-color: rgb(255, 255, 255);\n}\n<\/style>\n\t<\/section>\n\t\n\n\t<section class=\"section ts68-services\" id=\"section_1536184864\">\n\t\t<div class=\"section-bg fill\" >\n\t\t\t\t\t\t\t\t\t\n\t\t\t\n\n\t\t<\/div>\n\n\t\t\n\n\t\t<div class=\"section-content relative\">\n\t\t\t\n<div class=\"row align-center\"  id=\"row-1399863806\">\n\n\t<div id=\"col-1755703473\" class=\"col medium-10 small-12 large-10\"  >\n\t\t\t\t<div class=\"col-inner text-center\"  >\n\t\t\t\n\t\t\t\n<h2>When should a business invest in data analytics and AI applications?<\/h2>\n<p>Many businesses already have valuable data, but it is spread across accounting software, sales systems, inventory tools, CRM, websites, e-commerce channels, Excel files or Google Sheets. The challenge is not simply having data, but turning it into information that is easy to trust and easy to use.<\/p>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n<\/div>\n<div class=\"row row-small\"  id=\"row-1867200341\">\n\n\t<div id=\"col-1830834999\" class=\"col medium-4 small-12 large-4\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t\t<div class=\"icon-box featured-box ts68-card ts68-service-card icon-box-left text-left\"  >\n\t\t\t\t<div class=\"icon-box-text last-reset\">\n\t\t\t\t\t\t\t\t\t\n<p><svg class=\"ts68-icon ts68-icon-service\" aria-hidden=\"true\"><use href=\"#ts68-i-file-analytics\"><\/use><\/svg><\/p>\n<h3>Reports take too much time<\/h3>\n<p>Teams spend hours every day, week or month collecting files, filtering data, checking numbers and rebuilding the same reports by hand.<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n\t<div id=\"col-1064883934\" class=\"col medium-4 small-12 large-4\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t\t<div class=\"icon-box featured-box ts68-card ts68-service-card icon-box-left text-left\"  >\n\t\t\t\t<div class=\"icon-box-text last-reset\">\n\t\t\t\t\t\t\t\t\t\n<p><svg class=\"ts68-icon ts68-icon-service\" aria-hidden=\"true\"><use href=\"#ts68-i-database\"><\/use><\/svg><\/p>\n<h3>Numbers live in too many places<\/h3>\n<p>Revenue, costs, inventory, receivables, orders, customers and team performance are stored across different tools, files and databases.<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n\t<div id=\"col-1879047683\" class=\"col medium-4 small-12 large-4\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t\t<div class=\"icon-box featured-box ts68-card ts68-service-card icon-box-left text-left\"  >\n\t\t\t\t<div class=\"icon-box-text last-reset\">\n\t\t\t\t\t\t\t\t\t\n<p><svg class=\"ts68-icon ts68-icon-service\" aria-hidden=\"true\"><use href=\"#ts68-i-chart-line\"><\/use><\/svg><\/p>\n<h3>Managers need faster visibility<\/h3>\n<p>Leadership needs to track revenue, profit, inventory, cash flow, KPI and operational progress without waiting for manual consolidation.<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n\t<div id=\"col-1905290786\" class=\"col medium-4 small-12 large-4\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t\t<div class=\"icon-box featured-box ts68-card ts68-service-card icon-box-left text-left\"  >\n\t\t\t\t<div class=\"icon-box-text last-reset\">\n\t\t\t\t\t\t\t\t\t\n<p><svg class=\"ts68-icon ts68-icon-service\" aria-hidden=\"true\"><use href=\"#ts68-i-bell\"><\/use><\/svg><\/p>\n<h3>Issues need to be spotted earlier<\/h3>\n<p>Businesses can receive alerts when sales drop, inventory looks abnormal, receivables are overdue, costs rise or an operational process slows down.<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n\t<div id=\"col-841091573\" class=\"col medium-4 small-12 large-4\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t\t<div class=\"icon-box featured-box ts68-card ts68-service-card icon-box-left text-left\"  >\n\t\t\t\t<div class=\"icon-box-text last-reset\">\n\t\t\t\t\t\t\t\t\t\n<p><svg class=\"ts68-icon ts68-icon-service\" aria-hidden=\"true\"><use href=\"#ts68-i-brain\"><\/use><\/svg><\/p>\n<h3>AI needs a practical starting point<\/h3>\n<p>AI becomes useful when it starts from a clear business problem: document search, data Q&amp;A, request classification or report summarization.<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n\t<div id=\"col-1240802350\" class=\"col medium-4 small-12 large-4\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t\t<div class=\"icon-box featured-box ts68-card ts68-service-card icon-box-left text-left\"  >\n\t\t\t\t<div class=\"icon-box-text last-reset\">\n\t\t\t\t\t\t\t\t\t\n<p><svg class=\"ts68-icon ts68-icon-service\" aria-hidden=\"true\"><use href=\"#ts68-i-shield-check\"><\/use><\/svg><\/p>\n<h3>Data access needs control<\/h3>\n<p>Not everyone should see every number. Dashboards, reports and AI tools should respect roles, permissions and data boundaries.<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n<\/div>\n\t\t<\/div>\n\n\t\t\n<style>\n#section_1536184864 {\n  padding-top: 55px;\n  padding-bottom: 55px;\n  background-color: rgb(247, 250, 255);\n}\n<\/style>\n\t<\/section>\n\t\n\n\t<section class=\"section ts68-services\" id=\"section_692628567\">\n\t\t<div class=\"section-bg fill\" >\n\t\t\t\t\t\t\t\t\t\n\t\t\t\n\n\t\t<\/div>\n\n\t\t\n\n\t\t<div class=\"section-content relative\">\n\t\t\t\n<div class=\"row align-center\"  id=\"row-943147960\">\n\n\t<div id=\"col-1013520806\" class=\"col medium-10 small-12 large-10\"  >\n\t\t\t\t<div class=\"col-inner text-center\"  >\n\t\t\t\n\t\t\t\n<h2>Ways to implement business data analytics<\/h2>\n<p>TS68 can build fast, interactive dashboards with Power BI, or develop a custom analytics system when the business needs a more specific workflow, interface, permission model or user experience.<\/p>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n<\/div>\n<div class=\"row row-small\"  id=\"row-363073805\">\n\n\t<div id=\"col-1540428766\" class=\"col medium-4 small-12 large-4\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t\t<div class=\"icon-box featured-box ts68-card ts68-service-card icon-box-left text-left\"  >\n\t\t\t\t<div class=\"icon-box-text last-reset\">\n\t\t\t\t\t\t\t\t\t\n<p><svg class=\"ts68-icon ts68-icon-service\" aria-hidden=\"true\"><use href=\"#ts68-i-chart-line\"><\/use><\/svg><\/p>\n<h3>Power BI dashboards<\/h3>\n<p>Interactive dashboards for revenue, costs, inventory, receivables, KPI, marketing, operations or team performance.<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n\t<div id=\"col-934374055\" class=\"col medium-4 small-12 large-4\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t\t<div class=\"icon-box featured-box ts68-card ts68-service-card icon-box-left text-left\"  >\n\t\t\t\t<div class=\"icon-box-text last-reset\">\n\t\t\t\t\t\t\t\t\t\n<p><svg class=\"ts68-icon ts68-icon-service\" aria-hidden=\"true\"><use href=\"#ts68-i-database\"><\/use><\/svg><\/p>\n<h3>Data connection and standardization<\/h3>\n<p>Bring together data from Excel, Google Sheets, accounting software, sales tools, inventory systems, CRM, websites, APIs or internal databases.<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n\t<div id=\"col-1182541574\" class=\"col medium-4 small-12 large-4\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t\t<div class=\"icon-box featured-box ts68-card ts68-service-card icon-box-left text-left\"  >\n\t\t\t\t<div class=\"icon-box-text last-reset\">\n\t\t\t\t\t\t\t\t\t\n<p><svg class=\"ts68-icon ts68-icon-service\" aria-hidden=\"true\"><use href=\"#ts68-i-file-analytics\"><\/use><\/svg><\/p>\n<h3>Management metric design<\/h3>\n<p>Clarify how the business calculates revenue, profit, inventory, receivables, conversion rate, handling time or its own internal metrics.<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n\t<div id=\"col-1281825911\" class=\"col medium-4 small-12 large-4\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t\t<div class=\"icon-box featured-box ts68-card ts68-service-card icon-box-left text-left\"  >\n\t\t\t\t<div class=\"icon-box-text last-reset\">\n\t\t\t\t\t\t\t\t\t\n<p><svg class=\"ts68-icon ts68-icon-service\" aria-hidden=\"true\"><use href=\"#ts68-i-code\"><\/use><\/svg><\/p>\n<h3>Custom analytics systems<\/h3>\n<p>Build a private reporting portal when the business needs branded interfaces, deeper permissions, additional input forms or integration with existing software.<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n\t<div id=\"col-1962887342\" class=\"col medium-4 small-12 large-4\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t\t<div class=\"icon-box featured-box ts68-card ts68-service-card icon-box-left text-left\"  >\n\t\t\t\t<div class=\"icon-box-text last-reset\">\n\t\t\t\t\t\t\t\t\t\n<p><svg class=\"ts68-icon ts68-icon-service\" aria-hidden=\"true\"><use href=\"#ts68-i-bell\"><\/use><\/svg><\/p>\n<h3>Alerts and anomaly tracking<\/h3>\n<p>Set alerts for important signals such as declining sales, overdue receivables, long-held inventory, rising costs or delayed processes.<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n\t<div id=\"col-1633593052\" class=\"col medium-4 small-12 large-4\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t\t<div class=\"icon-box featured-box ts68-card ts68-service-card icon-box-left text-left\"  >\n\t\t\t\t<div class=\"icon-box-text last-reset\">\n\t\t\t\t\t\t\t\t\t\n<p><svg class=\"ts68-icon ts68-icon-service\" aria-hidden=\"true\"><use href=\"#ts68-i-users-group\"><\/use><\/svg><\/p>\n<h3>Report user training<\/h3>\n<p>Help teams read dashboards, filter data, understand metrics and use reports in sales, operations, finance or management meetings.<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n<\/div>\n\t\t<\/div>\n\n\t\t\n<style>\n#section_692628567 {\n  padding-top: 55px;\n  padding-bottom: 55px;\n}\n<\/style>\n\t<\/section>\n\t\n\n\t<section class=\"section ts68-services\" id=\"section_2117099733\">\n\t\t<div class=\"section-bg fill\" >\n\t\t\t\t\t\t\t\t\t\n\t\t\t\n\n\t\t<\/div>\n\n\t\t\n\n\t\t<div class=\"section-content relative\">\n\t\t\t\n<div class=\"row align-center\"  id=\"row-1639018789\">\n\n\t<div id=\"col-1609060419\" class=\"col medium-10 small-12 large-10\"  >\n\t\t\t\t<div class=\"col-inner text-center\"  >\n\t\t\t\n\t\t\t\n<h2>AI should start with a small, clear and useful business problem<\/h2>\n<p>AI creates value when it is connected to real workflows and trustworthy data. TS68 focuses on use cases that can be adopted quickly, measured in practice and expanded as the business becomes more confident.<\/p>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n<\/div>\n<div class=\"row row-small\"  id=\"row-1843273196\">\n\n\t<div id=\"col-2006325976\" class=\"col medium-4 small-12 large-4\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t\t<div class=\"icon-box featured-box ts68-card ts68-service-card icon-box-left text-left\"  >\n\t\t\t\t<div class=\"icon-box-text last-reset\">\n\t\t\t\t\t\t\t\t\t\n<p><svg class=\"ts68-icon ts68-icon-service\" aria-hidden=\"true\"><use href=\"#ts68-i-message\"><\/use><\/svg><\/p>\n<h3>Internal Q&amp;A assistant<\/h3>\n<p>AI helps employees find answers from procedures, policies, technical documents, price lists, product guides or frequently asked questions.<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n\t<div id=\"col-711270683\" class=\"col medium-4 small-12 large-4\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t\t<div class=\"icon-box featured-box ts68-card ts68-service-card icon-box-left text-left\"  >\n\t\t\t\t<div class=\"icon-box-text last-reset\">\n\t\t\t\t\t\t\t\t\t\n<p><svg class=\"ts68-icon ts68-icon-service\" aria-hidden=\"true\"><use href=\"#ts68-i-search\"><\/use><\/svg><\/p>\n<h3>Smart document search<\/h3>\n<p>Find information across contracts, internal documents, processes, customer records or archived data without opening files one by one.<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n\t<div id=\"col-1972569471\" class=\"col medium-4 small-12 large-4\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t\t<div class=\"icon-box featured-box ts68-card ts68-service-card icon-box-left text-left\"  >\n\t\t\t\t<div class=\"icon-box-text last-reset\">\n\t\t\t\t\t\t\t\t\t\n<p><svg class=\"ts68-icon ts68-icon-service\" aria-hidden=\"true\"><use href=\"#ts68-i-chart-line\"><\/use><\/svg><\/p>\n<h3>Data and report Q&amp;A<\/h3>\n<p>Let users ask questions about business data, receive analysis suggestions or get summaries from existing dashboards and reports.<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n\t<div id=\"col-941605620\" class=\"col medium-4 small-12 large-4\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t\t<div class=\"icon-box featured-box ts68-card ts68-service-card icon-box-left text-left\"  >\n\t\t\t\t<div class=\"icon-box-text last-reset\">\n\t\t\t\t\t\t\t\t\t\n<p><svg class=\"ts68-icon ts68-icon-service\" aria-hidden=\"true\"><use href=\"#ts68-i-workflow\"><\/use><\/svg><\/p>\n<h3>Request classification and routing<\/h3>\n<p>AI can help classify tickets, emails, customer feedback, internal requests or content that needs to be routed to the right person.<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n\t<div id=\"col-967887154\" class=\"col medium-4 small-12 large-4\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t\t<div class=\"icon-box featured-box ts68-card ts68-service-card icon-box-left text-left\"  >\n\t\t\t\t<div class=\"icon-box-text last-reset\">\n\t\t\t\t\t\t\t\t\t\n<p><svg class=\"ts68-icon ts68-icon-service\" aria-hidden=\"true\"><use href=\"#ts68-i-file-analytics\"><\/use><\/svg><\/p>\n<h3>Automated report summaries<\/h3>\n<p>Automatically summarize data, draft management comments, prepare meeting notes or send recurring reports in the format the business already uses.<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n\t<div id=\"col-1271559800\" class=\"col medium-4 small-12 large-4\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t\t<div class=\"icon-box featured-box ts68-card ts68-service-card icon-box-left text-left\"  >\n\t\t\t\t<div class=\"icon-box-text last-reset\">\n\t\t\t\t\t\t\t\t\t\n<p><svg class=\"ts68-icon ts68-icon-service\" aria-hidden=\"true\"><use href=\"#ts68-i-shield-check\"><\/use><\/svg><\/p>\n<h3>AI with permissions and control<\/h3>\n<p>Design how AI accesses data based on user roles, reducing the risk of information leakage and keeping answers within approved boundaries.<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n<\/div>\n\t\t<\/div>\n\n\t\t\n<style>\n#section_2117099733 {\n  padding-top: 55px;\n  padding-bottom: 55px;\n  background-color: rgb(247, 250, 255);\n}\n<\/style>\n\t<\/section>\n\t\n\n\t<section class=\"section ts68-services\" id=\"section_1852887413\">\n\t\t<div class=\"section-bg fill\" >\n\t\t\t\t\t\t\t\t\t\n\t\t\t\n\n\t\t<\/div>\n\n\t\t\n\n\t\t<div class=\"section-content relative\">\n\t\t\t\n<div class=\"row align-center\"  id=\"row-702690154\">\n\n\t<div id=\"col-1657007853\" class=\"col medium-10 small-12 large-10\"  >\n\t\t\t\t<div class=\"col-inner text-center\"  >\n\t\t\t\n\t\t\t\n<h2>What value does the business receive from data analytics and AI applications?<\/h2>\n<p>The goal is not to create as many charts or chatbots as possible. The real value is making data easier to trust, easier to read, easier to use and more useful for timely action.<\/p>\n<p>Depending on the use case, data and AI can connect with implementation areas such as <a href=\"\/en\/custom-software-development\/\">custom software development<\/a>, <a href=\"\/en\/business-cloud-infrastructure-and-email\/\">Cloud infrastructure and business email<\/a>, <a href=\"\/en\/information-security-and-data-protection\/\">information security<\/a>, <a href=\"\/en\/outsourced-it-department\/\">outsourced IT services<\/a> or <a href=\"\/en\/digital-transformation-consulting\/\">digital transformation consulting<\/a>.<\/p>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n<\/div>\n<div class=\"row row-small\"  id=\"row-982786487\">\n\n\t<div id=\"col-761373390\" class=\"col medium-3 small-12 large-3\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t\t<div class=\"icon-box featured-box ts68-card ts68-service-card icon-box-left text-left\"  >\n\t\t\t\t<div class=\"icon-box-text last-reset\">\n\t\t\t\t\t\t\t\t\t\n<p><svg class=\"ts68-icon ts68-icon-service\" aria-hidden=\"true\"><use href=\"#ts68-i-database\"><\/use><\/svg><\/p>\n<h3>Clearer data sources<\/h3>\n<p>Data is consolidated, cleaned and standardized so teams spend less time debating which number is correct.<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n\t<div id=\"col-1362394600\" class=\"col medium-3 small-12 large-3\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t\t<div class=\"icon-box featured-box ts68-card ts68-service-card icon-box-left text-left\"  >\n\t\t\t\t<div class=\"icon-box-text last-reset\">\n\t\t\t\t\t\t\t\t\t\n<p><svg class=\"ts68-icon ts68-icon-service\" aria-hidden=\"true\"><use href=\"#ts68-i-chart-line\"><\/use><\/svg><\/p>\n<h3>Faster decisions<\/h3>\n<p>Managers have dashboards, alerts and reports at the right cadence, helping them see issues earlier.<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n\t<div id=\"col-54549074\" class=\"col medium-3 small-12 large-3\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t\t<div class=\"icon-box featured-box ts68-card ts68-service-card icon-box-left text-left\"  >\n\t\t\t\t<div class=\"icon-box-text last-reset\">\n\t\t\t\t\t\t\t\t\t\n<p><svg class=\"ts68-icon ts68-icon-service\" aria-hidden=\"true\"><use href=\"#ts68-i-users-group\"><\/use><\/svg><\/p>\n<h3>Teams can self-serve better<\/h3>\n<p>Users are trained to read reports, filter data, understand metrics and apply data in daily work.<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n\t<div id=\"col-488371253\" class=\"col medium-3 small-12 large-3\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\n\t\t<div class=\"icon-box featured-box ts68-card ts68-service-card icon-box-left text-left\"  >\n\t\t\t\t<div class=\"icon-box-text last-reset\">\n\t\t\t\t\t\t\t\t\t\n<p><svg class=\"ts68-icon ts68-icon-service\" aria-hidden=\"true\"><use href=\"#ts68-i-brain\"><\/use><\/svg><\/p>\n<h3>AI has a real foundation<\/h3>\n<p>AI is connected to specific data and workflows, avoiding trend-driven deployments that are difficult to measure.<\/p>\n\t\t<\/div>\n\t<\/div>\n\t\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n<\/div>\n\t\t<\/div>\n\n\t\t\n<style>\n#section_1852887413 {\n  padding-top: 55px;\n  padding-bottom: 55px;\n}\n<\/style>\n\t<\/section>\n\t\n\n\t<section class=\"section ts68-about-principles\" id=\"section_150190846\">\n\t\t<div class=\"section-bg fill\" >\n\t\t\t\t\t\t\t\t\t\n\t\t\t\n\n\t\t<\/div>\n\n\t\t\n\n\t\t<div class=\"section-content relative\">\n\t\t\t\n<div class=\"row\"  id=\"row-874037854\">\n\n\t<div id=\"col-1225715056\" class=\"col small-12 large-12\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n<h2>Data analytics and AI applications implementation process<\/h2>\n<p>TS68 starts with management questions before choosing tools. Some businesses are best served by Power BI, some need a custom system, and some should standardize their data before moving into AI.<\/p>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n<\/div>\n<div class=\"row\"  id=\"row-909941798\">\n\n\t<div id=\"col-1373189893\" class=\"col small-12 large-12\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\t<div id=\"text-1903756835\" class=\"text\">\n\t\t\n<h3>01. Define the business questions<\/h3>\n<p>Clarify what the business needs to see: revenue, profit, inventory, receivables, performance, customers, marketing, operations or risk.<\/p>\n<hr \/>\n<h3>02. Review existing data sources<\/h3>\n<p>Check which software, files or databases currently hold the data, who updates it, how complete it is and where errors commonly appear.<\/p>\n<hr \/>\n<h3>03. Standardize data and metrics<\/h3>\n<p>Align metric definitions, data structure, update responsibilities and access permissions for each group of users.<\/p>\n<hr \/>\n<h3>04. Build dashboards, custom systems or AI tools<\/h3>\n<p>Depending on the need, TS68 can implement Power BI, a custom analytics portal, an internal chatbot, a data assistant or automated workflows.<\/p>\n<hr \/>\n<h3>05. Train, measure and expand<\/h3>\n<p>Train users, collect feedback, refine reports and expand into new datasets or AI use cases when the business is ready.<\/p>\n\t\t\t<\/div>\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n<\/div>\n\t\t<\/div>\n\n\t\t\n<style>\n#section_150190846 {\n  padding-top: 52px;\n  padding-bottom: 52px;\n  background-color: rgb(247, 250, 255);\n}\n<\/style>\n\t<\/section>\n\t\n\n\t<section class=\"section ts68-about-principles\" id=\"section_1131857495\">\n\t\t<div class=\"section-bg fill\" >\n\t\t\t\t\t\t\t\t\t\n\t\t\t\n\n\t\t<\/div>\n\n\t\t\n\n\t\t<div class=\"section-content relative\">\n\t\t\t\n<div class=\"row\"  id=\"row-1502862340\">\n\n\t<div id=\"col-1687019776\" class=\"col small-12 large-12\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n<h2>Frequently asked questions<\/h2>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n<\/div>\n<div class=\"row\"  id=\"row-1806206527\">\n\n\t<div id=\"col-1747301027\" class=\"col small-12 large-12\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n\t<div id=\"text-2490568472\" class=\"text\">\n\t\t\n<h3>Should we use Power BI or build a custom analytics system?<\/h3>\n<p>If the main need is dashboards, management reports and internal analytics, Power BI is often a fast and cost-effective option. If the business needs a custom interface, deeper permissions, data entry, action workflows or integration into existing software, a custom system may be a better fit.<\/p>\n<hr \/>\n<h3>Can we start if our data is not clean yet?<\/h3>\n<p>Yes, but time should be allocated to standardize data and metric definitions. If the data is inconsistent or incomplete, dashboards and AI will struggle to create reliable value.<\/p>\n<hr \/>\n<h3>Can AI read internal documents and answer questions?<\/h3>\n<p>Yes, if the documents are organized and permissioned properly. TS68 can build an internal assistant for policies, procedures, price lists, technical documents or operational knowledge.<\/p>\n<hr \/>\n<h3>Do we need big data before using AI?<\/h3>\n<p>Not necessarily. Many useful AI use cases can start from documents, reporting data or repeated workflows. What matters most is choosing a small, clear problem with measurable value and controlled output.<\/p>\n\t\t\t<\/div>\n\t\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n<\/div>\n\t\t<\/div>\n\n\t\t\n<style>\n#section_1131857495 {\n  padding-top: 42px;\n  padding-bottom: 42px;\n}\n<\/style>\n\t<\/section>\n\t\n\n\t<section class=\"section ts68-final-cta dark\" id=\"section_425530700\">\n\t\t<div class=\"section-bg fill\" >\n\t\t\t\t\t\t\t\t\t\n\t\t\t\n\n\t\t<\/div>\n\n\t\t\n\n\t\t<div class=\"section-content relative\">\n\t\t\t\n<div class=\"row align-middle\"  id=\"row-1693029847\">\n\n\t<div id=\"col-616963217\" class=\"col ts68-cta-copy medium-7 small-12 large-7\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n<h2>Want to use data analytics and AI applications more effectively?<\/h2>\n<p>Share your reports, data sources and AI ideas with TS68. We will recommend a practical path forward: Power BI, a custom analytics system or phased AI applications.<\/p>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n\n\t<div id=\"col-359348500\" class=\"col ts68-cta-action medium-5 small-12 large-5\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n<a href=\"https:\/\/zalo.me\/2334604061655337593\" target=\"_blank\" class=\"button white is-shade\" rel=\"noopener\" style=\"border-radius:8px;\">\n\t\t<span>Free consultation<\/span>\n\t<i class=\"icon-angle-right\" aria-hidden=\"true\" ><\/i><\/a>\n\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n<\/div>\n\t\t<\/div>\n\n\t\t\n<style>\n#section_425530700 {\n  padding-top: 32px;\n  padding-bottom: 32px;\n  background-color: rgb(3, 55, 153);\n}\n<\/style>\n\t<\/section>\n\t\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-blank.php","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-2377","page","type-page","status-publish","hentry"],"acf":[],"rankMath":{"parentDomain":"ts68.vn","noFollowDomains":[],"noFollowExcludeDomains":[],"noFollowExternalLinks":false,"featuredImageNotice":"The featured image should be at least 200 by 200 pixels to be picked up by Facebook and other social media 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