{"id":107259,"date":"2025-12-21T17:59:56","date_gmt":"2025-12-21T17:59:56","guid":{"rendered":"https:\/\/mailinvest.blog\/index.php\/2025\/12\/21\/bridging-the-hidden-gap-between-data-and-decisions-in-the-age-of-ai\/"},"modified":"2025-12-21T18:00:50","modified_gmt":"2025-12-21T18:00:50","slug":"bridging-the-hidden-gap-between-data-and-decisions-in-the-age-of-ai","status":"publish","type":"post","link":"https:\/\/mailinvest.blog\/index.php\/2025\/12\/21\/bridging-the-hidden-gap-between-data-and-decisions-in-the-age-of-ai\/","title":{"rendered":"Bridging the hidden gap between data and decisions in the age of AI"},"content":{"rendered":"<p> <a href=\"https:\/\/go.fiverr.com\/visit\/?bta=1052423&nci=17043\" Target=\"_Top\"><img loading=\"lazy\" decoding=\"async\" border=\"0\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/fiverr.ck-cdn.com\/tn\/serve\/?cid=40081059\"  width=\"601\" height=\"201\"><\/a>\n<br \/><img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.mos.cms.futurecdn.net\/u8i4msMW4MPqVsZTrvCwBM-1200-80.jpg\" \/><\/p>\n<div id=\"article-body\">\n<p id=\"f6cd142a-5438-4133-a4f5-b96986d2b6d1\">In all places you flip, the dialog about AI consists of the identical message: success relies on good <a data-analytics-id=\"inline-link\" href=\"https:\/\/www.techradar.com\/best\/best-data-recovery-software\" data-mrf-recirculation=\"inline-link\" data-before-rewrite-localise=\"https:\/\/www.techradar.com\/best\/best-data-recovery-software\">data<\/a>. It\u2019s turn into the mantra of each boardroom and convention stage.<\/p>\n<p>Firms make investments tens of millions in cleansing, tagging, and organizing knowledge with the idea that after it\u2019s proper, AI transformation will observe.<\/p>\n<p><a id=\"elk-seasonal\" data-url=\"\" href=\"\" target=\"_blank\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\"\/><\/p>\n<aside data-block-type=\"embed\" data-render-type=\"fte\" data-skip=\"dealsy\" data-widget-type=\"seasonal\" class=\"hawk-root\"\/>\n<p id=\"f6cd142a-5438-4133-a4f5-b96986d2b6d1-2\">But that belief is incomplete. Cleaning and collecting data is step zero. Without the engineering, architecture, and operational readiness to use it, even the cleanest data set won\u2019t move the business forward.<\/p>\n<aside data-component-name=\"Recirculation:ArticleRiver\" data-recirculation-type=\"inline\" data-mrf-recirculation=\"Trending Bar\" data-nosnippet=\"\" class=\"clear-both pt-3 pb-4 mb-4 border-solid border-y border-neutral-300\">\n<span class=\"font-article-heading block pb-3 !text-base font-bold uppercase sm:text-sm text-[#333]\"><br \/>\nYou may like<br \/>\n<\/span><\/p>\n<\/aside>\n<p class=\"paywall\" aria-hidden=\"true\">Most companies are trying to cross the finish line without actually building the car.<\/p>\n<div id=\"slice-container-person-3jffbZ7FeUusZZ7w6QErPd-dNTdcH7EQKupzIxBsOz8IdO3q6S4OzVC\" class=\"slice-container person-wrapper person-3jffbZ7FeUusZZ7w6QErPd-dNTdcH7EQKupzIxBsOz8IdO3q6S4OzVC slice-container-person\">\n<div class=\"person person--separator\">\n<div class=\"person__heading\">\n<div class=\"person__name-socials\"><span class=\"person__name\">Justin Rice<\/span><\/p>\n<nav class=\"button-social-group person__social-buttons\" aria-labelledby=\"button-social-group- person__social-buttons\">\n<p>Social Links Navigation<\/p>\n<p><a class=\"button-social   \" href=\"https:\/\/www.cbts.com\/\" target=\"_blank\" aria-label=\"WEBSITE\"><span class=\"button-social__icon button-social__icon-website\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"icon-website\" viewbox=\"0 0 1000 1000\"><path d=\"M1000 500A501 501 0 0 0 503 0h-6A501 501 0 0 0 0 500c0 275 223 499 498 500h4a501 501 0 0 0 498-500zM529 936V765h133c-31 90-79 154-133 171zM337 765h134v171c-54-17-101-81-134-171zM61 539h176a899 899 0 0 0 22 167H110a439 439 0 0 1-49-166zM471 64v191H331c31-101 82-173 140-191zm199 191H529V64c58 18 109 90 140 191zm270 226H763c-1-59-7-115-18-167h155a438 438 0 0 1 40 167zm-235 0H529V314h156a857 857 0 0 1 19 167zM471 314v167H296a859 859 0 0 1 19-167h156zM237 481H60a438 438 0 0 1 41-167h154a921 921 0 0 0-18 167zm59 58h175v167H320a837 837 0 0 1-24-166zm233 167V539h175a831 831 0 0 1-24 167H529zm234-166h176a436 436 0 0 1-49 166H741a893 893 0 0 0 22-166zm104-285H731c-20-68-47-126-81-169a443 443 0 0 1 217 169zM350 86c-33 43-61 101-81 169H133A443 443 0 0 1 350 86zM148 765h127c20 59 45 110 75 150a442 442 0 0 1-202-150zm502 150c30-39 56-91 75-150h127a442 442 0 0 1-202 150z\"\/><\/svg><\/span><\/a><\/nav>\n<\/div>\n<aside class=\"person__role\"\/><\/div>\n<div class=\"person__bio\">\n<p>Chief Product &amp; Expertise Officer, CBTS.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<p id=\"51418d92-2a8c-447e-8273-7dd610e1baea\">A Gartner survey discovered that 63% of organizations both don\u2019t have or are uncertain if they&#8217;ve the fitting knowledge administration practices for AI.<\/p>\n<p>However even when firms don\u2019t know the place to begin to get from knowledge to AI transformation, there\u2019s a simple technique that any group can use to supply enterprise outcomes.<\/p>\n<p><a id=\"elk-e02dbca0-24f1-405e-adf0-e9401d39555d\" class=\"paywall\" aria-hidden=\"true\" data-url=\"\" href=\"\" target=\"_blank\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\"\/><\/p>\n<h2 id=\"why-progress-stalls-at-step-zero-3\">Why progress stalls at step zero<\/h2>\n<p id=\"bcd7c357-f2cc-4b80-a649-089af614b552\">Progress stalls when there\u2019s a gap between any of the layers between data and activation \u2014 strategy, engineering, modernization, <a data-analytics-id=\"inline-link\" href=\"https:\/\/www.techradar.com\/best\/best-data-visualization-tools\" data-mrf-recirculation=\"inline-link\" data-before-rewrite-localise=\"https:\/\/www.techradar.com\/best\/best-data-visualization-tools\">visualization<\/a>, and readiness. Some organizations write an formidable knowledge technique that by no means hyperlinks to measurable enterprise outcomes.<\/p>\n<div id=\"slice-container-newsletterForm-articleInbodyContent-3jffbZ7FeUusZZ7w6QErPd\" class=\"slice-container newsletter-inbodyContent-slice newsletterForm-articleInbodyContent-3jffbZ7FeUusZZ7w6QErPd slice-container-newsletterForm\">\n<div data-hydrate=\"true\" class=\"newsletter-form__wrapper newsletter-form__wrapper--inbodyContent\">\n<div class=\"newsletter-form__container\">\n<section class=\"newsletter-form__top-bar\"\/>\n<section class=\"newsletter-form__main-section\">\n<p class=\"newsletter-form__strapline\">Signal as much as the TechRadar Professional e-newsletter to get all the highest information, opinion, options and steering your online business must succeed!<\/p>\n<\/section>\n<\/div>\n<\/div>\n<\/div>\n<p>Others accumulate and retailer huge quantities of knowledge with no plan for the way it will movement between programs. Most frequently, legacy <a data-analytics-id=\"inline-link\" href=\"https:\/\/www.techradar.com\/best\/best-infrastructure-management-service\" data-mrf-recirculation=\"inline-link\" data-before-rewrite-localise=\"https:\/\/www.techradar.com\/best\/best-infrastructure-management-service\">IT infrastructure<\/a> makes modernization almost not possible, whereas knowledge groups stay siloed from the decision-makers.<\/p>\n<p>Gaps in skillset or expertise are one other frequent hurdle. Firms could have knowledge analysts who can interpret dashboards, however lack knowledge engineers and designers who can construct the pipelines and governance constructions that make insights dependable and scalable. When there\u2019s a scarcity of expertise obtainable, organizations stay caught on one piece of the method.<\/p>\n<p>This blocks greater than only a deeper understanding of the numbers; it\u2019s stopping innovation inside these firms. Almost half of the executives in a survey from IBM stated knowledge issues stay a barrier to agentic AI adoption for his or her organizations.<\/p>\n<aside data-component-name=\"Recirculation:ArticleRiver\" data-recirculation-type=\"inline\" data-mrf-recirculation=\"Trending Bar\" data-nosnippet=\"\" class=\"clear-both pt-3 pb-4 mb-4 border-solid border-y border-neutral-300\">\n<span class=\"font-article-heading block pb-3 !text-base font-bold uppercase sm:text-sm text-[#333]\"><br \/>\nYou might like<br \/>\n<\/span><\/p>\n<\/aside>\n<p>When <a data-analytics-id=\"inline-link\" href=\"https:\/\/www.techradar.com\/reviews\/microsoft-teams\" data-mrf-recirculation=\"inline-link\" data-before-rewrite-localise=\"https:\/\/www.techradar.com\/reviews\/microsoft-teams\">teams<\/a> can\u2019t belief their knowledge, they will\u2019t use it as the inspiration for an AI technique, even when there\u2019s stress from the highest. AI would be the flashy factor everybody needs to speak about, however the \u201cboring\u201d stuff is what makes it work.<\/p>\n<p><a id=\"elk-507e6219-544c-480f-a659-d53e943b1adb\" class=\"paywall\" aria-hidden=\"true\" data-url=\"\" href=\"\" target=\"_blank\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\"\/><\/p>\n<h2 id=\"turning-data-into-true-business-outcomes-3\">Turning data into true business outcomes<\/h2>\n<p id=\"e3d59fab-0545-486b-b2fb-c38ef9f24977\">Solving this doesn\u2019t necessarily mean hiring a whole department worth of people or investing in dozens of new data tools, but it demands a shift in how organizations think about readiness. True readiness starts when data operations are designed with <a data-analytics-id=\"inline-link\" href=\"https:\/\/www.techradar.com\/best\/best-business-plan-software\" data-mrf-recirculation=\"inline-link\" data-before-rewrite-localise=\"https:\/\/www.techradar.com\/best\/best-business-plan-software\">business<\/a> outcomes in thoughts.<\/p>\n<p>Firms that mature on this space deal with engineering and <a data-analytics-id=\"inline-link\" href=\"https:\/\/www.techradar.com\/best\/best-architecture-software\" data-mrf-recirculation=\"inline-link\" data-before-rewrite-localise=\"https:\/\/www.techradar.com\/best\/best-architecture-software\">architecture<\/a> as enterprise disciplines. They outline clear possession of knowledge pipelines, set up governance from the beginning, and modernize infrastructure so knowledge can transfer securely and effectively.<\/p>\n<p>When these items are in place, the enterprise outcomes observe. In some organizations, connecting manufacturing and upkeep knowledge has shortened downtime cycles and elevated throughput \u2014 actual income positive aspects from programs that may lastly talk.<\/p>\n<p>In others, unifying monetary and operational knowledge has eradicated duplicate software program licenses and diminished infrastructure prices. That might translate to saving tens of 1000&#8217;s of {dollars} a month. Visibility drives these financial savings.<\/p>\n<p>Threat additionally drops dramatically when governance and observability are embedded in day by day operations. Leaders belief what they\u2019re seeing and may show the integrity of each choice. When knowledge is flowing collectively, it additionally permits organizations to proactively see vulnerabilities and considerably scale back the probability of a <a data-analytics-id=\"inline-link\" href=\"https:\/\/www.techradar.com\/best\/best-online-cyber-security-courses\" data-mrf-recirculation=\"inline-link\" data-before-rewrite-localise=\"https:\/\/www.techradar.com\/best\/best-online-cyber-security-courses\">cybersecurity<\/a> breach.<\/p>\n<p>Whereas many enterprises attempt to piece these layers collectively internally, most finally understand they want a associate that may information the total course of \u2014 from technique by way of structure, modernization, and AI readiness. The fitting associate brings the frameworks, expertise, and repeatable processes that flip readiness into outcomes.<\/p>\n<p><a id=\"elk-95d6cf58-e4b6-4474-944a-d395c3318c77\" class=\"paywall\" aria-hidden=\"true\" data-url=\"\" href=\"\" target=\"_blank\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\"\/><\/p>\n<h2 id=\"speed-reigns-over-size-3\">Speed reigns over size<\/h2>\n<p id=\"4b87fc04-0e49-49fb-8343-7544156772cc\">When organizations have that foundation, they can quickly move from insight to execution. Smaller organizations with modern data architectures are already outpacing much larger competitors that are weighed down by legacy systems. Once data can move freely, decisions accelerate, forecasts sharpen, and automation compounds.<\/p>\n<p>AI literacy is now table stakes. AI execution is what separates the companies moving ahead from those with failing projects. In the race toward AI transformation, the winners won\u2019t have the most data; they\u2019ll be the ones who built the fastest car and knew how to drive it across the finish line.<\/p>\n<p id=\"90731373-ab3b-47c2-a4ef-3c32d78fc620\"><em\/><a data-analytics-id=\"inline-link\" href=\"https:\/\/www.techradar.com\/pro\/best-it-automation-software\" data-mrf-recirculation=\"inline-link\" data-before-rewrite-localise=\"https:\/\/www.techradar.com\/pro\/best-it-automation-software\"><em>Check out our list of the best IT automation software<\/em><\/a><em>.<\/em><\/p>\n<\/div>\n<iframe data-lazy=\"true\" data-src=\"https:\/\/www.fiverr.com\/gig_widgets?id=U2FsdGVkX18x7XQvttUTrv1oEqmGNGTgvvCUiUoJ\/AP4z\/UyMz8lXGOLpu15jIMxBbTR0gmD5uBoFvhC4KWeALQRp3h\/X\/AwcVD0K8Wj9H\/ZzYKzcCNHosB9oS4SCJJFWiN85P9ICAc4OgCoE\/wHKIY7CDkf2\/DQ1vqGvk4smVe5cRDEmrLPCWi4FC8p40VUhSmWQ5udCm0zoJtorgWv3vbDQw0kKYkwn39ozAnQXDe+YvWMxkLFWA+O3TFwkJvdkIK+\/AUSnRssPKt5WHY0FhNOxnSPcLslEL4G4\/RfP95ve99U+kRnDy3X+KtzdQLY+u935ghON\/o3UE4IMv9oN6JX9RnxzL\/LRcOgnHigxStSGPKsZYtnz8RWNVT\/rOLAibqiWJadC5MYHRbekF3eg6FOGrQGkXYbsn0+a5aovnlLCbLwIqY9fcS17UX8J235iQ6cdmHNbrPeS84CMm34RA==&affiliate_id=1052423&strip_google_tagmanager=true\" loading=\"lazy\" data-with-title=\"true\" class=\"fiverr_nga_frame\" frameborder=\"0\" height=\"350\" width=\"100%\" referrerpolicy=\"no-referrer-when-downgrade\" data-mode=\"random_gigs\" onload=\" var frame = this; var script = document.createElement('script'); script.addEventListener('load', function() { window.FW_SDK.register(frame); }); script.setAttribute('src', 'https:\/\/www.fiverr.com\/gig_widgets\/sdk'); document.body.appendChild(script); \" ><\/iframe>\n<br \/><a href=\"https:\/\/www.techradar.com\/pro\/bridging-the-hidden-gap-between-data-and-decisions-in-the-age-of-ai\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>In all places you flip, the dialog about AI consists of the identical message: success relies on good data. It\u2019s turn into the mantra of&#8230;<\/p>\n","protected":false},"author":1,"featured_media":107260,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-107259","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-universe"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Bridging the hidden gap between data and decisions in the age of AI - mailinvest.blog<\/title>\n<meta name=\"description\" content=\"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. 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