{"id":31718,"date":"2026-06-18T22:04:23","date_gmt":"2026-06-18T22:04:23","guid":{"rendered":"https:\/\/thecloud.group\/?p=31718"},"modified":"2026-06-18T22:29:19","modified_gmt":"2026-06-18T22:29:19","slug":"llms-observability-the-metric-no-one-is-measuring-that-could-save-your-ai-project","status":"publish","type":"post","link":"https:\/\/thecloud.group\/en\/observabilidad-de-llms-la-metrica-que-nadie-esta-midiendo-y-que-podria-salvar-tu-proyecto-de-ia\/","title":{"rendered":"LLM Observability: The Metric Nobody Is Measuring That Could Save Your AI Project"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"31718\" class=\"elementor elementor-31718\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-cfd484e elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cfd484e\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;shape_divider_bottom&quot;:&quot;tilt&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 1000 100\" preserveaspectratio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M0,6V0h1000v100L0,6z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-64f4c56\" data-id=\"64f4c56\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-72fca4b elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"72fca4b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/thecloud.group\/wp-content\/uploads\/elementor\/thumbs\/logo-pd8scx7e21qrxkwrdlcuh7c8eeq4vmzqsjri81k6ps.png\" title=\"logo\" alt=\"logo\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-a76af51 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a76af51\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-cf15d65\" data-id=\"cf15d65\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e993978 elementor-widget elementor-widget-heading\" data-id=\"e993978\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">LLM Observability: The Metric Nobody Is Measuring That Could Save Your AI Project<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c047b73 elementor-widget elementor-widget-heading\" data-id=\"c047b73\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">June 18, 2026<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-5d61be3 e-flex e-con-boxed e-con e-parent\" data-id=\"5d61be3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2d8f7c5 elementor-widget elementor-widget-heading\" data-id=\"2d8f7c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Companies are implementing AI faster than they can control it\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-43acffb e-flex e-con-boxed e-con e-parent\" data-id=\"43acffb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a5b2d83 elementor-widget elementor-widget-text-editor\" data-id=\"a5b2d83\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"627\" data-end=\"910\">The adoption of Artificial Intelligence is growing at an unprecedented rate. Every week, new platforms, intelligent agents, business assistants, and language model-based solutions emerge, promising to transform organizational productivity.<\/p><p data-start=\"912\" data-end=\"1032\">Most companies are focusing their efforts on a single question: how to implement AI as quickly as possible?<\/p><p data-start=\"1034\" data-end=\"1104\">However, few are asking a much more important question:<\/p><p data-start=\"1106\" data-end=\"1191\"><strong data-start=\"1106\" data-end=\"1191\">How will we know if our AI is working correctly in six months?<\/strong><\/p><p data-start=\"1193\" data-end=\"1310\">This question seems simple, but it is one of the biggest challenges currently facing the technology industry.<\/p><p data-start=\"1312\" data-end=\"1579\">For years, companies have learned to monitor applications, servers, databases, and enterprise systems. They knew how to measure availability, performance, resource consumption, and operational errors. But language models work differently.<\/p><p data-start=\"1581\" data-end=\"1883\">An LLM can respond correctly for weeks and then start making mistakes without anyone noticing. They can provide excellent answers for some users and poor results for others. They can consume more resources than expected or produce incorrect information with complete confidence.<\/p><p data-start=\"1885\" data-end=\"2016\">This is where a concept that is gaining increasing relevance within the business world comes in: the observability of LLMs.<\/p><p data-start=\"2018\" data-end=\"2166\">And for many organizations, this capability will be the difference between a successful AI implementation and a difficult-to-control operational problem.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2f9856da elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2f9856da\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-12b89ad8\" data-id=\"12b89ad8\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-30fd7bef elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"30fd7bef\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-54308f1a\" data-id=\"54308f1a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-561f661 elementor-widget elementor-widget-heading\" data-id=\"561f661\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What is LLM observability and why has it become so important?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ec288ca elementor-widget elementor-widget-text-editor\" data-id=\"4ec288ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"2248\" data-end=\"2444\">The observability of LLMs (Large Language Models) is the ability to monitor, analyze, and understand the behavior of Artificial Intelligence models when they operate in real-world environments.<\/p><p data-start=\"2446\" data-end=\"2508\">In simple terms, it means being able to answer questions like:<\/p><ul data-start=\"2510\" data-end=\"2757\"><li data-section-id=\"bfbobw\" data-start=\"2510\" data-end=\"2556\">What is our model actually doing?<\/li><li data-section-id=\"1943gt6\" data-start=\"2557\" data-end=\"2600\">Why did he respond in a certain way?<\/li><li data-section-id=\"uhvylg\" data-start=\"2601\" data-end=\"2640\">How accurate are their answers?<\/li><li data-section-id=\"15wsyuy\" data-start=\"2641\" data-end=\"2667\">Is it generating errors?<\/li><li data-section-id=\"178t8en\" data-start=\"2668\" data-end=\"2708\">Is token consumption increasing?<\/li><li data-section-id=\"1ftd1x5\" data-start=\"2709\" data-end=\"2757\">Is its performance degrading over time?<\/li><\/ul><p data-start=\"2759\" data-end=\"3042\">For a long time, companies assumed that simply connecting an AI model to their systems and using it was enough. However, as these technologies began to be involved in critical processes, it became clear that the models also need continuous monitoring.<\/p><p data-start=\"3044\" data-end=\"3097\">A financial system is not implemented and then abandoned.<\/p><p data-start=\"3099\" data-end=\"3132\">An ERP system does not function without monitoring.<\/p><p data-start=\"3134\" data-end=\"3176\">And an AI model shouldn&#039;t either.<\/p><p data-start=\"3178\" data-end=\"3327\">Observability then becomes the mechanism that allows transforming an experimental technology into a reliable business tool.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a12c5d5 elementor-widget elementor-widget-heading\" data-id=\"a12c5d5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The problem with black boxes<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d93eac6 elementor-widget elementor-widget-text-editor\" data-id=\"d93eac6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"3370\" data-end=\"3485\">One of the biggest challenges of modern Artificial Intelligence is that it often functions like a black box.<\/p><p data-start=\"3487\" data-end=\"3569\">Users observe a response, but they don&#039;t always understand how it was generated.<\/p><p data-start=\"3571\" data-end=\"3719\">This may seem acceptable in simple tasks, but it becomes a serious problem when AI is involved in important business processes.<\/p><p data-start=\"3721\" data-end=\"3881\">Imagine an organization that uses AI to analyze contracts, answer legal queries, generate business proposals, or support financial decisions.<\/p><p data-start=\"3883\" data-end=\"3975\">If the model produces an incorrect recommendation, the company needs to understand what happened.<\/p><p data-start=\"3977\" data-end=\"4007\">Was it a problem with the data?<\/p><p data-start=\"4009\" data-end=\"4052\">Was there a misinterpretation of the context?<\/p><p data-start=\"4054\" data-end=\"4081\">Was there a hallucination?<\/p><p data-start=\"4083\" data-end=\"4131\">Was the information used outdated?<\/p><p data-start=\"4133\" data-end=\"4234\">Without adequate observability mechanisms, answering these questions becomes extremely difficult.<\/p><p data-start=\"4236\" data-end=\"4356\">The organization ends up operating with powerful technology, but without a real capacity to understand its behavior.<\/p><p data-start=\"4358\" data-end=\"4398\">And that represents a considerable risk.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c329f80 elementor-widget elementor-widget-heading\" data-id=\"c329f80\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">When an AI appears to be working well, but isn&#039;t.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-e95d840 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e95d840\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-de87e3b\" data-id=\"de87e3b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4996ec1 elementor-widget elementor-widget-text-editor\" data-id=\"4996ec1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"4471\" data-end=\"4611\">One of the most deceptive aspects of language models is that they can appear extremely accurate even when they are wrong.<\/p><p data-start=\"4613\" data-end=\"4792\">Unlike a traditional system that usually generates visible errors when something goes wrong, LLMs can produce convincing answers even if the information is incorrect.<\/p><p data-start=\"4794\" data-end=\"4885\">This means that many companies may be facing problems without even knowing it.<\/p><p data-start=\"4887\" data-end=\"4947\">A chatbot may be delivering inconsistent answers.<\/p><p data-start=\"4949\" data-end=\"5025\">An intelligent agent may be misinterpreting certain scenarios.<\/p><p data-start=\"5027\" data-end=\"5094\">A support system may be generating incomplete information.<\/p><p data-start=\"5096\" data-end=\"5192\">And all of this can happen while users perceive that the platform is working normally.<\/p><p data-start=\"5194\" data-end=\"5299\">Observability allows us to detect these behaviors before they become bigger problems.<\/p><p data-start=\"5301\" data-end=\"5353\">It&#039;s not just about monitoring availability.<\/p><p data-start=\"5355\" data-end=\"5386\">It&#039;s about monitoring quality.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47dfa6f elementor-widget elementor-widget-heading\" data-id=\"47dfa6f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Hallucinations: the silent enemy of AI projects<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-62352b8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"62352b8\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-ed1a409\" data-id=\"ed1a409\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-31ba1ee elementor-widget elementor-widget-text-editor\" data-id=\"31ba1ee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"5458\" data-end=\"5603\">One of the main reasons why observability is becoming a priority is the phenomenon known as hallucination.<\/p><p data-start=\"5605\" data-end=\"5752\">Hallucinations occur when a model generates incorrect or completely fabricated information while maintaining a convincing and confident tone.<\/p><p data-start=\"5754\" data-end=\"5820\">This problem is especially sensitive in business environments.<\/p><p data-start=\"5822\" data-end=\"5867\">An AI can cite non-existent regulations.<\/p><p data-start=\"5869\" data-end=\"5896\">You can invent references.<\/p><p data-start=\"5898\" data-end=\"5950\">You may misinterpret financial data.<\/p><p data-start=\"5952\" data-end=\"6013\">It can generate incorrect answers about internal processes.<\/p><p data-start=\"6015\" data-end=\"6105\">And what is most worrying is that he often does so with an appearance of total credibility.<\/p><p data-start=\"6107\" data-end=\"6288\">Organizations that implement Artificial Intelligence without oversight mechanisms run the risk of allowing these errors to go unnoticed for long periods.<\/p><p data-start=\"6290\" data-end=\"6362\">For this reason, observability is not merely a technical practice.<\/p><p data-start=\"6364\" data-end=\"6400\">It is a risk management measure.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aee2830 elementor-widget elementor-widget-heading\" data-id=\"aee2830\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The hidden cost of not monitoring models<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dc20c11 elementor-widget elementor-widget-text-editor\" data-id=\"dc20c11\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"6456\" data-end=\"6617\">Many companies are beginning to discover that the true cost of Artificial Intelligence is not solely in development or licensing.<\/p><p data-start=\"6619\" data-end=\"6656\">It also appears during the operation.<\/p><p data-start=\"6658\" data-end=\"6720\">A model can progressively increase its token consumption.<\/p><p data-start=\"6722\" data-end=\"6778\">An agent can make more calls than necessary.<\/p><p data-start=\"6780\" data-end=\"6825\">Response times may deteriorate.<\/p><p data-start=\"6827\" data-end=\"6872\">The quality of the responses may decrease.<\/p><p data-start=\"6874\" data-end=\"6961\">And if no one is monitoring these indicators, costs can silently increase.<\/p><p data-start=\"6963\" data-end=\"7045\">This is especially relevant for organizations that use AI at scale.<\/p><p data-start=\"7047\" data-end=\"7169\">A small inefficiency multiplied by thousands of daily queries can represent a considerable financial impact.<\/p><p data-start=\"7171\" data-end=\"7298\">Observability allows these behaviors to be identified before they affect the company&#039;s performance or budget.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-75516cc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"75516cc\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-8d03ff3\" data-id=\"8d03ff3\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-90a088d elementor-widget elementor-widget-heading\" data-id=\"90a088d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Observability will be as important as cybersecurity<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6f0654e elementor-widget elementor-widget-text-editor\" data-id=\"6f0654e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"7370\" data-end=\"7474\">Twenty years ago, many organizations considered cybersecurity a secondary concern.<\/p><p data-start=\"7476\" data-end=\"7551\">Today it is unthinkable to operate without protection, monitoring and control mechanisms.<\/p><p data-start=\"7553\" data-end=\"7610\">Something similar is happening with AI observability.<\/p><p data-start=\"7612\" data-end=\"7772\">As models become more involved in larger processes, companies need to ensure that their systems are transparent, auditable, and reliable.<\/p><p data-start=\"7774\" data-end=\"7817\">This is not only due to operational reasons.<\/p><p data-start=\"7819\" data-end=\"7862\">It also meets regulatory requirements.<\/p><p data-start=\"7864\" data-end=\"8052\">The growing focus on AI governance, regulatory compliance, and transparency is driving a new generation of business practices centered on model oversight.<\/p><p data-start=\"8054\" data-end=\"8142\">Observability is becoming an essential component of AI governance<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-6888c8c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6888c8c\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-3b7714b\" data-id=\"3b7714b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1fcee31 elementor-widget elementor-widget-heading\" data-id=\"1fcee31\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What metrics should companies monitor?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-fd0ed44 elementor-widget elementor-widget-text-editor\" data-id=\"fd0ed44\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"8199\" data-end=\"8353\">Organizations that implement Artificial Intelligence need to start measuring indicators that traditionally did not exist within their systems.<\/p><p data-start=\"8355\" data-end=\"8417\">Monitoring availability or response times is not enough.<\/p><p data-start=\"8419\" data-end=\"8506\">It is also necessary to evaluate accuracy, quality, consistency, costs, and performance.<\/p><p data-start=\"8508\" data-end=\"8719\">The most advanced companies are developing mechanisms to analyze the quality of responses, detect deviations, identify anomalous patterns, and understand how their models evolve over time.<\/p><p data-start=\"8721\" data-end=\"8831\">This approach allows AI to be transformed from an experimental technology into a sustainable business capability.<\/p><p data-start=\"8833\" data-end=\"8893\">Because what is not measured can hardly be improved.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8efa6ff elementor-widget elementor-widget-heading\" data-id=\"8efa6ff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The future of enterprise AI will be observable<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4a6c3f3 elementor-widget elementor-widget-text-editor\" data-id=\"4a6c3f3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"8951\" data-end=\"9085\">Over the next few years, we will see a significant evolution in the way organizations manage Artificial Intelligence.<\/p><p data-start=\"9087\" data-end=\"9203\">Models will cease to be isolated components and will become central elements of business operations.<\/p><p data-start=\"9205\" data-end=\"9312\">And when that happens, the ability to monitor them will be just as important as the ability to implement them.<\/p><p data-start=\"9314\" data-end=\"9491\">Companies that develop robust observability practices will be able to identify problems before their competitors, optimize costs, improve results, and reduce risks.<\/p><p data-start=\"9493\" data-end=\"9583\">Those that do not will operate blindly within an increasingly complex infrastructure.<\/p><p data-start=\"9585\" data-end=\"9623\">The difference between the two will be enormous.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-24fe1b0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"24fe1b0\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-b81fa6f\" data-id=\"b81fa6f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-df7a6e8 elementor-widget elementor-widget-heading\" data-id=\"df7a6e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How The Cloud Group helps build observable AI ecosystems<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f71f5fd elementor-widget elementor-widget-text-editor\" data-id=\"f71f5fd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"9703\" data-end=\"9844\">In <span class=\"\" data-state=\"closed\"><a class=\"decorated-link\" href=\"https:\/\/thecloud.group\/en\/?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\">The Cloud Group<\/a><\/span> We help organizations implement Artificial Intelligence with a complete business vision.<\/p><p data-start=\"9846\" data-end=\"10052\">Our approach combines technology architecture, AI governance, systems integration, advanced automation, and observability to build solutions capable of operating safely and scalably.<\/p><p data-start=\"10054\" data-end=\"10099\">We don&#039;t believe that implementing AI is enough.<\/p><p data-start=\"10101\" data-end=\"10262\">We believe that true competitive advantage emerges when organizations can understand, monitor, and continuously optimize their intelligent systems.<\/p><p data-start=\"10264\" data-end=\"10325\">Because the most powerful AI is not necessarily the one that generates the most answers.<\/p><p data-start=\"10327\" data-end=\"10389\">It is the one that can be measured, audited, and constantly improved.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ff5ad6 elementor-widget elementor-widget-heading\" data-id=\"4ff5ad6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Frequently Asked Questions<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd053ca elementor-widget elementor-widget-n-accordion\" data-id=\"dd053ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2310\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-2310\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What is LLM observability? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2310\" class=\"elementor-element elementor-element-d54de88 e-con-full e-flex e-con e-child\" data-id=\"d54de88\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a47a43e elementor-widget elementor-widget-text-editor\" data-id=\"a47a43e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"8397\" data-end=\"8547\">It is the ability to monitor, analyze, and understand the behavior of language models as they operate in real-world environments.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2311\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2311\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Why is this important for businesses? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2311\" class=\"elementor-element elementor-element-9bfc2b4 e-con-full e-flex e-con e-child\" data-id=\"9bfc2b4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cb0a73a elementor-widget elementor-widget-text-editor\" data-id=\"cb0a73a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"10915\" data-end=\"11018\">Because it allows you to detect errors, control costs, improve the quality of responses, and reduce risks associated with the use of Artificial Intelligence.<\/p><h2 data-section-id=\"1g8qvxu\" data-start=\"11020\" data-end=\"11082\">\u00a0<\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2312\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2312\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Does observability help prevent hallucinations? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2312\" class=\"elementor-element elementor-element-063bd68 e-con-full e-flex e-con e-child\" data-id=\"063bd68\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-611b11c elementor-widget elementor-widget-text-editor\" data-id=\"611b11c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"8730\" data-end=\"8832\">Yes. It facilitates the identification of incorrect responses and patterns that could affect the reliability of the system.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2313\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2313\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What metrics should be monitored? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2313\" class=\"elementor-element elementor-element-b534740 e-flex e-con-boxed e-con e-child\" data-id=\"b534740\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-df8b1d7 elementor-widget elementor-widget-text-editor\" data-id=\"df8b1d7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"11262\" data-end=\"11420\">Accuracy, response quality, token consumption, response times, consistency, and overall model behavior.<\/p><h2 data-section-id=\"1uftmkf\" data-start=\"11422\" data-end=\"11477\">\u00a0<\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2314\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"5\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2314\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Does observability replace human supervision? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2314\" class=\"elementor-element elementor-element-f508092 e-flex e-con-boxed e-con e-child\" data-id=\"f508092\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3a782ad elementor-widget elementor-widget-text-editor\" data-id=\"3a782ad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>No. It complements human supervision by providing visibility into the behavior of the models.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-4ec25a0 e-flex e-con-boxed e-con e-parent\" data-id=\"4ec25a0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ca71b17 elementor-widget elementor-widget-text-editor\" data-id=\"ca71b17\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"11315\" data-end=\"11461\">Artificial Intelligence is ceasing to be an experimental tool and is becoming a fundamental part of business operations.<\/p><p data-start=\"11463\" data-end=\"11614\">However, implementing language models without adequate monitoring mechanisms is equivalent to driving a vehicle without an instrument panel.<\/p><p data-start=\"11616\" data-end=\"11650\">It can work for a while.<\/p><p data-start=\"11652\" data-end=\"11716\">But sooner or later problems will appear that no one will see coming.<\/p><p data-start=\"11718\" data-end=\"11822\">Observability allows AI to be transformed into a reliable, measurable, and scalable business capability.<\/p><p data-start=\"11824\" data-end=\"12005\">And as organizations become increasingly reliant on intelligent systems, this capability will cease to be a competitive advantage and become a fundamental necessity.<\/p><p data-start=\"12007\" data-end=\"12108\">Because in the next generation of AI-driven companies, it won&#039;t be those with the most models who win.<\/p><p data-start=\"12110\" data-end=\"12157\" data-is-last-node=\"\" data-is-only-node=\"\">Those who best understand how they work will win.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0bafad2 e-flex e-con-boxed e-con e-parent\" data-id=\"0bafad2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2776e2f e-con-full e-flex e-con e-child\" data-id=\"2776e2f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-313fb2f elementor-widget elementor-widget-image\" data-id=\"313fb2f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Equipo_analizando_metricas_IA_202606181703.jpeg\" class=\"elementor-animation-hang attachment-large size-large wp-image-31721\" alt=\"Business team monitoring performance metrics, observability, and quality of LLM models in a corporate artificial intelligence environment.\" srcset=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Equipo_analizando_metricas_IA_202606181703.jpeg 1024w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Equipo_analizando_metricas_IA_202606181703-300x300.jpeg 300w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Equipo_analizando_metricas_IA_202606181703-150x150.jpeg 150w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Equipo_analizando_metricas_IA_202606181703-768x768.jpeg 768w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Equipo_analizando_metricas_IA_202606181703-12x12.jpeg 12w\" sizes=\"(max-width: 800px) 100vw, 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https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Demotivated_team_vs_successful_team_202606162206-768x768.jpeg 768w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Demotivated_team_vs_successful_team_202606162206-12x12.jpeg 12w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f22134d elementor-widget elementor-widget-image\" data-id=\"f22134d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Executives_observing_holographic\u2026_202606162206.jpeg\" class=\"elementor-animation-hang attachment-large size-large wp-image-31681\" alt=\"\" srcset=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Executives_observing_holographic\u2026_202606162206.jpeg 1024w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Executives_observing_holographic\u2026_202606162206-300x300.jpeg 300w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Executives_observing_holographic\u2026_202606162206-150x150.jpeg 150w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Executives_observing_holographic\u2026_202606162206-768x768.jpeg 768w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Executives_observing_holographic\u2026_202606162206-12x12.jpeg 12w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>In the vast digital landscape of the 21st century, security is the cornerstone of any business. Cybersecurity vulnerabilities make no distinction between corporate giants and promising startups.<\/p>","protected":false},"author":20,"featured_media":31721,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"footnotes":""},"categories":[859],"tags":[897,896,883],"class_list":["post-31718","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-ia","tag-erp-a-la-medida","tag-producto-digital","tag-sistemas-empresariales"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.4 (Yoast SEO v27.7) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Observabilidad de LLMs: La M\u00e9trica que Nadie Est\u00e1 Midiendo y que Podr\u00eda Salvar tu Proyecto de IA | The Cloud Group<\/title>\n<meta name=\"description\" content=\"C\u00f3mo digitalizamos el archivo del Parlamentode Guinea Ecuatorial: alcance, retost\u00e9cnicos, soluci\u00f3n y resultado. 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