{"id":45703,"date":"2026-04-09T09:31:27","date_gmt":"2026-04-09T07:31:27","guid":{"rendered":"https:\/\/tresipunt.com\/?p=45703"},"modified":"2026-04-09T09:31:29","modified_gmt":"2026-04-09T07:31:29","slug":"qa-inteligencia-artificial","status":"publish","type":"post","link":"https:\/\/tresipunt.com\/es\/qa-inteligencia-artificial\/","title":{"rendered":"C\u00f3mo la IA est\u00e1 transformando el QA en proyectos e-learning"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Tabla de contenidos<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Alternar tabla de contenidos\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/tresipunt.com\/es\/qa-inteligencia-artificial\/#MoodleMoot_Spain_2026_comunidad_innovacion_y_mucho_mas_desde_Valladolid\" >MoodleMoot Spain 2026: comunidad, innovaci\u00f3n y mucho m\u00e1s desde Valladolid<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/tresipunt.com\/es\/qa-inteligencia-artificial\/#Por_que_es_importante_el_QA\" >Por qu\u00e9 es importante el QA<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/tresipunt.com\/es\/qa-inteligencia-artificial\/#%C2%BFComo_hacemos_QA_hoy\" >\u00bfC\u00f3mo hacemos QA hoy?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/tresipunt.com\/es\/qa-inteligencia-artificial\/#El_cambio_de_enfoque_anadir_inteligencia_artificial\" >El cambio de enfoque: a\u00f1adir inteligencia artificial<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/tresipunt.com\/es\/qa-inteligencia-artificial\/#Tambien_hay_limites_que_hay_que_tener_en_cuenta\" >Tambi\u00e9n hay l\u00edmites que hay que tener en cuenta<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/tresipunt.com\/es\/qa-inteligencia-artificial\/#Herramientas_que_ya_estan_marcando_el_camino\" >Herramientas que ya est\u00e1n marcando el camino<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/tresipunt.com\/es\/qa-inteligencia-artificial\/#%C2%BFTe_interesa_explorar_este_enfoque\" >\u00bfTe interesa explorar este enfoque?<\/a><\/li><\/ul><\/nav><\/div>\n\n<p>En la MoodleMoot Spain 2026 en Valladolid tuvimos muchas conversaciones interesantes. Una de ellas fue la charla de John, donde abord\u00f3 un tema que cada vez gana m\u00e1s peso: <strong>c\u00f3mo aplicar inteligencia artificial al QA<\/strong>.<\/p>\n\n\n\n<p>Porque todos sabemos que el QA es importante. Pero no siempre nos paramos a pensar si lo estamos haciendo de la mejor forma posible.<\/p>\n\n\n\n<div class=\"wp-block-advgb-infobox advgb-infobox-wrapper has-text-align-center advgb-infobox-c3e5df25-4ec8-410d-b00f-55471d182d56\"><div class=\"advgb-infobox-wrap\"><div class=\"advgb-infobox-icon-container\"><div class=\"advgb-infobox-icon-inner-container\"><i class=\"material-icons-outlined\">beenhere<\/i><\/div><\/div><div class=\"advgb-infobox-textcontent\"><h3 class=\"advgb-infobox-title\"><span class=\"ez-toc-section\" id=\"MoodleMoot_Spain_2026_comunidad_innovacion_y_mucho_mas_desde_Valladolid\"><\/span><a href=\"https:\/\/tresipunt.com\/es\/moodlemoot-spain-2026-valladolid\/\">MoodleMoot Spain 2026: comunidad, innovaci\u00f3n y mucho m\u00e1s desde Valladolid<\/a><span class=\"ez-toc-section-end\"><\/span><\/h3><p class=\"advgb-infobox-text\"><\/p><\/div><\/div><\/div>\n\n\n\n<div style=\"height:26px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Por_que_es_importante_el_QA\"><\/span><strong>Por qu\u00e9 es importante el QA<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>El QA no es solo una fase m\u00e1s del proyecto. Es lo que marca la diferencia entre una plataforma que funciona\u2026 y una que genera problemas.<\/p>\n\n\n\n<p>En la sesi\u00f3n se resum\u00eda muy bien en tres ideas clave:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Garant\u00eda de experiencia de usuario<\/li>\n\n\n\n<li>Red de seguridad<\/li>\n\n\n\n<li>Prevenci\u00f3n<\/li>\n<\/ul>\n\n\n\n<p>Al final, hablamos de asegurar que todo lo que construimos funciona como esperamos. Y, sobre todo, como espera el usuario.<\/p>\n\n\n\n<div style=\"height:26px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%C2%BFComo_hacemos_QA_hoy\"><\/span><strong>\u00bfC\u00f3mo hacemos QA hoy?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Aqu\u00ed es donde muchas veces nos encontramos con una realidad bastante com\u00fan. El proceso habitual de QA sigue una l\u00f3gica bastante clara:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Navegaci\u00f3n activa:<\/strong> una persona abre el navegador y recorre la plataforma paso a paso.<\/li>\n\n\n\n<li><strong>Instrucciones r\u00edgidas:<\/strong> si automatizamos, escribimos c\u00f3digo que busca elementos exactos.<\/li>\n\n\n\n<li><strong>Validaci\u00f3n:<\/strong> el ojo humano comprueba que todo funciona como deber\u00eda.<\/li>\n\n\n\n<li><strong>Repetici\u00f3n en bucle:<\/strong> el proceso se repite para cada navegador, dispositivo y versi\u00f3n, las veces que haga falta.<\/li>\n<\/ul>\n\n\n\n<p>Y aqu\u00ed es donde empiezan los problemas. El problema no es que funcione mal. Es que deja de ser sostenible cuando el proyecto crece.<\/p>\n\n\n\n<div style=\"height:26px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/tresipunt.com\/wp-content\/uploads\/2026\/04\/qa_hoy_c_mo_1_3x-1024x768.webp\" alt=\"QA en Moodle\" class=\"wp-image-45712\" style=\"width:581px;height:auto\" srcset=\"https:\/\/tresipunt.com\/wp-content\/uploads\/2026\/04\/qa_hoy_c_mo_1_3x-1024x768.webp 1024w, https:\/\/tresipunt.com\/wp-content\/uploads\/2026\/04\/qa_hoy_c_mo_1_3x-300x225.webp 300w, https:\/\/tresipunt.com\/wp-content\/uploads\/2026\/04\/qa_hoy_c_mo_1_3x-768x576.webp 768w, https:\/\/tresipunt.com\/wp-content\/uploads\/2026\/04\/qa_hoy_c_mo_1_3x-1536x1152.webp 1536w, https:\/\/tresipunt.com\/wp-content\/uploads\/2026\/04\/qa_hoy_c_mo_1_3x.webp 1728w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:27px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"El_cambio_de_enfoque_anadir_inteligencia_artificial\"><\/span><strong>El cambio de enfoque: a\u00f1adir inteligencia artificial<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>La pregunta que se planteaba en la sesi\u00f3n era: \u00bfQu\u00e9 pasa si incorporamos inteligencia artificial al proceso de QA?<\/p>\n\n\n\n<p>No se trata de sustituir todo lo que ya existe, sino de cambiar c\u00f3mo trabajamos. Pasar de ejecutar tests manualmente a <strong>definir qu\u00e9 flujo se debe seguir y dejar que la IA lo ejecute las veces que queramos<\/strong>.<\/p>\n\n\n\n<p>La IA permite:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Tests que se adaptan autom\u00e1ticamente gracias a que no dependemos de definir exactamente su identificador (self-healing)<\/li>\n\n\n\n<li>Interacci\u00f3n en lenguaje natural, esto hace m\u00e1s f\u00e1cil de escribir las ejecuciones<\/li>\n\n\n\n<li>Autonom\u00eda en la ejecuci\u00f3n<\/li>\n\n\n\n<li>Integraci\u00f3n con CI\/CD<\/li>\n\n\n\n<li>Mejora en accesibilidad<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Tambien_hay_limites_que_hay_que_tener_en_cuenta\"><\/span><strong>Tambi\u00e9n hay l\u00edmites que hay que tener en cuenta<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Ahora bien, no todo es tan sencillo. Hay varios factores que conviene tener presentes:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Coste de uso de modelos (tokens) y latencia<\/li>\n\n\n\n<li>Tecnolog\u00eda early adopter<\/li>\n\n\n\n<li>No determinismo<\/li>\n\n\n\n<li>Carga de la p\u00e1gina<\/li>\n<\/ul>\n\n\n\n<p>Aqu\u00ed es donde es f\u00e1cil equivocarse: pensar que la IA sustituye todo el QA. Y no. Lo que hace es complementar, pero hay que saber c\u00f3mo y cu\u00e1ndo.<\/p>\n\n\n\n<div style=\"height:26px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Herramientas_que_ya_estan_marcando_el_camino\"><\/span><strong>Herramientas que ya est\u00e1n marcando el camino<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Durante la sesi\u00f3n tambi\u00e9n se mencionaron varias herramientas que ya est\u00e1n trabajando en esta l\u00ednea:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Stagehand<\/li>\n\n\n\n<li>ZeroStep<\/li>\n\n\n\n<li>TestRigor<\/li>\n\n\n\n<li>Datadog<\/li>\n\n\n\n<li>Applitools<\/li>\n<\/ul>\n\n\n\n<p>Algunas est\u00e1n m\u00e1s maduras que otras, pero todas apuntan a lo mismo: un QA m\u00e1s inteligente y menos manual.<\/p>\n\n\n\n<div style=\"height:27px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%C2%BFTe_interesa_explorar_este_enfoque\"><\/span><strong>\u00bfTe interesa explorar este enfoque?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>En <a href=\"https:\/\/tresipunt.com\/es\/contacto\/\" data-type=\"link\" data-id=\"https:\/\/tresipunt.com\/es\/contacto\/\">3ipunt<\/a> ya estamos trabajando con este tipo de enfoques en proyectos, siempre con una idea clara: que la tecnolog\u00eda tenga sentido y aporte valor.<\/p>\n\n\n\n<p>Incorporar IA en el QA no va de cambiarlo todo de un d\u00eda para otro, ni de seguir una tendencia. Va m\u00e1s bien de <strong>empezar a cuestionar c\u00f3mo estamos trabajando<\/strong> y ver d\u00f3nde tiene sentido evolucionar.<\/p>\n<style class=\"advgb-styles-renderer\">#advgb-infobox-c3e5df25-4ec8-410d-b00f-55471d182d56, .advgb-infobox-c3e5df25-4ec8-410d-b00f-55471d182d56 {background-color: #f5f5f5;padding: 20px 20px 20px 20px;border: 0px solid #e8e8e8 ;border-radius: 0px;}#advgb-infobox-c3e5df25-4ec8-410d-b00f-55471d182d56 .advgb-infobox-icon-container, .advgb-infobox-c3e5df25-4ec8-410d-b00f-55471d182d56 .advgb-infobox-icon-container {background-color: #f5f5f5;padding: 0;margin: 0;border: 0px solid #e8e8e8 ;border-radius: 0px;}#advgb-infobox-c3e5df25-4ec8-410d-b00f-55471d182d56 .advgb-infobox-icon-container i, .advgb-infobox-c3e5df25-4ec8-410d-b00f-55471d182d56 .advgb-infobox-icon-container i {color: #333;font-size: 70px;display: block;}#advgb-infobox-c3e5df25-4ec8-410d-b00f-55471d182d56 .advgb-infobox-textcontent .advgb-infobox-title, .advgb-infobox-c3e5df25-4ec8-410d-b00f-55471d182d56 .advgb-infobox-textcontent .advgb-infobox-title {color: #333;padding: 0;margin: 5px 0 10px 0;white-space: pre-wrap;}#advgb-infobox-c3e5df25-4ec8-410d-b00f-55471d182d56 .advgb-infobox-textcontent .advgb-infobox-text, .advgb-infobox-c3e5df25-4ec8-410d-b00f-55471d182d56 .advgb-infobox-textcontent .advgb-infobox-text {color: #333;padding: 0;margin: 0;white-space: pre-wrap;}<\/style>","protected":false},"excerpt":{"rendered":"<p>La forma de hacer QA est\u00e1 cambiando. Te contamos c\u00f3mo la inteligencia artificial empieza a transformar el testing en proyectos e-learning.<\/p>\n","protected":false},"author":4,"featured_media":45716,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"advgb_blocks_editor_width":"","advgb_blocks_columns_visual_guide":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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