{"id":20835,"date":"2024-09-18T14:10:10","date_gmt":"2024-09-18T13:10:10","guid":{"rendered":"https:\/\/www.appleute.de\/?page_id=20835"},"modified":"2024-11-07T15:59:43","modified_gmt":"2024-11-07T14:59:43","slug":"may","status":"publish","type":"page","link":"https:\/\/www.appleute.de\/es\/proyectos-de-aplicaciones\/may\/","title":{"rendered":"Caso pr\u00e1ctico de mayo"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"20835\" class=\"elementor elementor-20835\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-90b4ed5 elementor-section-height-full elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"90b4ed5\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\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-28bcaf7\" data-id=\"28bcaf7\" data-element_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-e564d72 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"e564d72\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" 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\">Mayo<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0a92e36 e-transform elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"0a92e36\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;,&quot;_transform_scale_effect&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_scale_effect_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_scale_effect_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" 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>Soluciones automatizadas para detectar da\u00f1os en las carreteras y aumentar la eficacia de los procesos internos<\/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-d4659a7 e-transform e-transform elementor-invisible elementor-widget elementor-widget-image\" data-id=\"d4659a7\" data-element_type=\"widget\" data-settings=\"{&quot;_transform_scale_effect&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:1,&quot;sizes&quot;:[]},&quot;_transform_scale_effect_hover&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:1.0300000000000000266453525910037569701671600341796875,&quot;sizes&quot;:[]},&quot;_animation&quot;:&quot;fadeInUp&quot;,&quot;_transform_scale_effect_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_scale_effect_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_scale_effect_hover_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_scale_effect_hover_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" 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 loading=\"lazy\" decoding=\"async\" width=\"632\" height=\"395\" src=\"https:\/\/www.appleute.de\/wp-content\/uploads\/2024\/09\/may-app-mockups-removebg.png\" class=\"attachment-full size-full wp-image-20870\" alt=\"Maquetas de aplicaciones de mayo\" srcset=\"https:\/\/www.appleute.de\/wp-content\/uploads\/2024\/09\/may-app-mockups-removebg.png 632w, https:\/\/www.appleute.de\/wp-content\/uploads\/2024\/09\/may-app-mockups-removebg-300x188.png 300w, https:\/\/www.appleute.de\/wp-content\/uploads\/2024\/09\/may-app-mockups-removebg-18x12.png 18w\" sizes=\"auto, (max-width: 632px) 100vw, 632px\" \/>\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\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-top-section elementor-element elementor-element-01f39c9 elementor-reverse-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"01f39c9\" data-element_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-a3e7c05\" data-id=\"a3e7c05\" data-element_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-8d34819 elementor-widget elementor-widget-spacer\" data-id=\"8d34819\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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-816ed11 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"816ed11\" data-element_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-50 elementor-inner-column elementor-element elementor-element-b55efa0 elementor-invisible\" data-id=\"b55efa0\" data-element_type=\"column\" data-settings=\"{&quot;animation&quot;:&quot;slideInLeft&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-c1eb235 elementor-widget elementor-widget-heading\" data-id=\"c1eb235\" data-element_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\">Resumen del proyecto<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-db835f0 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"db835f0\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c28cd70 elementor-widget elementor-widget-text-editor\" data-id=\"c28cd70\" data-element_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>May, una empresa de base tecnol\u00f3gica especializada en el mantenimiento de carreteras, quer\u00eda desarrollar un avanzado <b>Agentes de clasificaci\u00f3n de im\u00e1genes<\/b> para detectar da\u00f1os en la carretera y recomendar productos de reparaci\u00f3n r\u00e1pida, minimizando la necesidad de recurrir a expertos in situ. El objetivo era reducir los plazos de reparaci\u00f3n y los costes totales. Adem\u00e1s, May quer\u00eda mejorar los flujos de trabajo internos mediante herramientas automatizadas para el desarrollo de software, la gesti\u00f3n de proyectos y la creaci\u00f3n de licitaciones.<\/p><p>Este estudio de caso examina el desarrollo del sistema de detecci\u00f3n de da\u00f1os en carretera mediante aprendizaje autom\u00e1tico (ML) y c\u00f3mo May ha optimizado los procesos internos con herramientas automatizadas y ha aumentado significativamente la eficiencia.<\/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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-064c2fb\" data-id=\"064c2fb\" data-element_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-5db8b7e elementor-widget elementor-widget-spacer\" data-id=\"5db8b7e\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a44d41b elementor-invisible elementor-widget elementor-widget-image\" data-id=\"a44d41b\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;slideInRight&quot;}\" 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 loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"827\" src=\"https:\/\/www.appleute.de\/wp-content\/uploads\/2024\/09\/may-app-mockups-2-768x827.png\" class=\"attachment-medium_large size-medium_large wp-image-20880\" alt=\"Maquetas de aplicaciones de mayo\" srcset=\"https:\/\/www.appleute.de\/wp-content\/uploads\/2024\/09\/may-app-mockups-2-768x827.png 768w, https:\/\/www.appleute.de\/wp-content\/uploads\/2024\/09\/may-app-mockups-2-279x300.png 279w, https:\/\/www.appleute.de\/wp-content\/uploads\/2024\/09\/may-app-mockups-2-951x1024.png 951w, https:\/\/www.appleute.de\/wp-content\/uploads\/2024\/09\/may-app-mockups-2-11x12.png 11w, https:\/\/www.appleute.de\/wp-content\/uploads\/2024\/09\/may-app-mockups-2.png 1058w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/>\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\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\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1a41116 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1a41116\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-73e8d2f\" data-id=\"73e8d2f\" data-element_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-46289d7 elementor-widget elementor-widget-heading\" data-id=\"46289d7\" data-element_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\"> Agente de clasificaci\u00f3n de im\u00e1genes para reconocer da\u00f1os en la carretera\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-abec7af elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"abec7af\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d7d03c4 elementor-widget elementor-widget-text-editor\" data-id=\"d7d03c4\" data-element_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<h3>Objetivo:<\/h3><p>May necesitaba un sistema robusto de clasificaci\u00f3n de im\u00e1genes capaz de reconocer distintos tipos de da\u00f1os en la carretera (baches, grietas, etc.) y recomendar productos de reparaci\u00f3n a los trabajadores. Este sistema deb\u00eda ser r\u00e1pido, preciso y utilizable por personas no expertas.<\/p><h3>Desaf\u00edos:<\/h3><ul><li><b>Detecci\u00f3n precisa de da\u00f1os en la carretera<\/b>El sistema ten\u00eda que ser capaz de distinguir entre distintos tipos de da\u00f1os.<\/li><li><b>Recomendaciones de productos<\/b>El sistema de reparaci\u00f3n automatizado ha tenido que sugerir materiales de reparaci\u00f3n adecuados.<\/li><li><b>Facilidad de uso para los trabajadores de la carretera<\/b>Los trabajadores necesitaban una interfaz de usuario sencilla que ofreciera sugerencias en tiempo real.<\/li><\/ul><h3>Soluci\u00f3n:<\/h3><p>La soluci\u00f3n consisti\u00f3 en desarrollar un agente de clasificaci\u00f3n de im\u00e1genes utilizando un modelo de aprendizaje autom\u00e1tico, en particular un <b>YOLO (S\u00f3lo se mira una vez)<\/b>-que se entren\u00f3 con un conjunto de datos equilibrado y ampliado para reconocer los da\u00f1os en las carreteras. El sistema integr\u00f3 recomendaciones de productos para reparaciones r\u00e1pidas.<\/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-top-section elementor-element elementor-element-38500e7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"38500e7\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-9084397\" data-id=\"9084397\" data-element_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-bb5d93a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bb5d93a\" data-element_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-50 elementor-inner-column elementor-element elementor-element-3b99c6f elementor-invisible\" data-id=\"3b99c6f\" data-element_type=\"column\" data-settings=\"{&quot;animation&quot;:&quot;slideInLeft&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-1408492 elementor-widget elementor-widget-image\" data-id=\"1408492\" data-element_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:\/\/www.appleute.de\/wp-content\/uploads\/2024\/09\/road-damage-detection-app.png\" title=\"aplicaci\u00f3n de detecci\u00f3n de da\u00f1os en carretera\" alt=\"aplicaci\u00f3n de detecci\u00f3n de da\u00f1os en carretera\" 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\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-3e470a2 elementor-invisible\" data-id=\"3e470a2\" data-element_type=\"column\" data-settings=\"{&quot;animation&quot;:&quot;slideInRight&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-09a60b7 elementor-widget elementor-widget-text-editor\" data-id=\"09a60b7\" data-element_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<h4>flujo de trabajo de desarrollo:<\/h4><ol><li><b>Cargar y preprocesar el registro de datos<\/b>Las im\u00e1genes de los distintos da\u00f1os en las carreteras se cargaron desde subdirectorios organizados en funci\u00f3n de las denominaciones de las clases. Con la <span style=\"color: #008000;\">Generador de datos de imagen<\/span> de TensorFlow, las im\u00e1genes se han convertido a <b>640 x 640<\/b> P\u00edxel reducido.<\/li><li><b>Equilibrar el conjunto de datos con SMOTE<\/b>Con el fin de compensar los desequilibrios de clase (es decir, menos ejemplos de tipos de da\u00f1o poco frecuentes), el <b>T\u00e9cnica de sobremuestreo sint\u00e9tico de minor\u00edas (SMOTE)<\/b> para generar im\u00e1genes sintetizadas de las clases infrarrepresentadas. Estas im\u00e1genes sintetizadas se volvieron a aplicar a <b>640 x 640<\/b> para garantizar un tama\u00f1o uniforme.<\/li><li><b>Divisi\u00f3n de datos<\/b>El conjunto de datos se cre\u00f3 en <b>70 % Formaci\u00f3n<\/b>, <b>20 % Validaci\u00f3n<\/b> y <b>10 kits de prueba %<\/b> para garantizar una distribuci\u00f3n equilibrada en cada clase para la formaci\u00f3n, la validaci\u00f3n y las pruebas.<\/li><li><b>Enriquecimiento de datos<\/b>El conjunto de entrenamiento se cre\u00f3 utilizando el <b>imgaug<\/b>-La biblioteca se someti\u00f3 a un amplio enriquecimiento de los datos. Esto incluy\u00f3 transformaciones como girar, voltear, escalar, recortar, a\u00f1adir ruido y ajustar el contraste y el brillo. Estos enriquecimientos ayudaron a mejorar la generalizaci\u00f3n del modelo diversificando el conjunto de datos.<\/li><li><b>Formaci\u00f3n del modelo YOLO<\/b>: El conjunto de datos ampliado se utiliz\u00f3 para crear un <b>Modelo YOLOv8<\/b> para la clasificaci\u00f3n de im\u00e1genes. El ajuste fino se realiz\u00f3 sobre un modelo YOLO preentrenado para <b>100 \u00e9pocas<\/b> con un tama\u00f1o de pila de 32. <b>Abandono<\/b> para evitar el sobreajuste y se control\u00f3 el rendimiento del modelo en el conjunto de validaci\u00f3n.<\/li><li><b>Evaluaci\u00f3n y exportaci\u00f3n de modelos<\/b>Tras el entrenamiento, se evalu\u00f3 el rendimiento del modelo utilizando los conjuntos de validaci\u00f3n y prueba. El modelo final, una vez considerado satisfactorio, se puso a disposici\u00f3n para su despliegue en el <b>Formato ONNX<\/b> exportado.<\/li><\/ol>\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-d6feffc elementor-widget elementor-widget-text-editor\" data-id=\"d6feffc\" data-element_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<h3>Tecnolog\u00edas clave:<\/h3><ul><li><b>YOLOv8<\/b>Aplicaci\u00f3n: se utiliza para la clasificaci\u00f3n eficaz de im\u00e1genes y el aprendizaje por transferencia.<\/li><li><b>SMOTE<\/b>Se utiliza para igualar el conjunto de datos y generar datos sint\u00e9ticos para las clases minoritarias.<\/li><li><b>imgaug<\/b>Mejora de la diversidad de datos de formaci\u00f3n mediante el aumento.<\/li><li><b>TensorFlow\/Keras<\/b>Se utiliza para el preprocesamiento de im\u00e1genes y la gesti\u00f3n de modelos.<\/li><\/ul><h3>Resultado:<\/h3><ul><li><b>Mayor precisi\u00f3n<\/b>El modelo final alcanz\u00f3 un <b>95% de precisi\u00f3n<\/b> en la detecci\u00f3n y clasificaci\u00f3n de da\u00f1os en las carreteras.<\/li><li><b>Reparaciones m\u00e1s r\u00e1pidas<\/b>Los peones camineros recibieron sugerencias de productos en tiempo real para que pudieran realizar reparaciones inmediatas sin la ayuda de expertos.<\/li><li><b>Eficiencia de costes<\/b>: La menor necesidad de expertos sobre el terreno llev\u00f3 a un <b>Reducci\u00f3n de costes del 30<\/b> durante los trabajos de mantenimiento.<\/li><\/ul>\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-ae3e881 elementor-widget elementor-widget-spacer\" data-id=\"ae3e881\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\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\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d27e531 elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"d27e531\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-7604b12\" data-id=\"7604b12\" data-element_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-ffe1a4b elementor-widget elementor-widget-spacer\" data-id=\"ffe1a4b\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f804242 elementor-widget elementor-widget-spacer\" data-id=\"f804242\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\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\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-90ac100 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"90ac100\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-07731db\" data-id=\"07731db\" data-element_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-d2c9946 elementor-widget elementor-widget-heading\" data-id=\"d2c9946\" data-element_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\">Conclusi\u00f3n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-571abe6 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"571abe6\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dbd7144 elementor-widget elementor-widget-text-editor\" data-id=\"dbd7144\" data-element_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>Gracias a la implantaci\u00f3n de soluciones automatizadas avanzadas tanto para los clientes externos como para los procesos internos, May ha mejorado notablemente su eficacia operativa. El sitio <b>Sistema de clasificaci\u00f3n de im\u00e1genes basado en YOLO<\/b> para detectar da\u00f1os en las carreteras permiti\u00f3 encontrar soluciones r\u00e1pidas sin necesidad de supervisi\u00f3n experta y reducir los costes en un 30 %. Internamente, las herramientas de automatizaci\u00f3n optimizaron el desarrollo de software, la gesti\u00f3n de proyectos y la preparaci\u00f3n de propuestas, lo que se tradujo en ciclos de desarrollo m\u00e1s r\u00e1pidos y mejores resultados de los proyectos.<\/p><p><b>Principales ventajas:<\/b><\/p><ul><li><b>95 % Precisi\u00f3n<\/b> en la detecci\u00f3n de da\u00f1os en las carreteras.<\/li><li><b>40 % ciclos de desarrollo de software m\u00e1s r\u00e1pidos<\/b>.<\/li><li><b>70 % menos<\/b> Tiempo dedicado a la b\u00fasqueda manual de licitaciones y a la preparaci\u00f3n de ofertas.<\/li><\/ul>\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-top-section elementor-element elementor-element-44a629d pa-display-conditions-yes elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"44a629d\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;pa_display_conditions_switcher&quot;:&quot;yes&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\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-b824bef\" data-id=\"b824bef\" data-element_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-123b97d elementor-widget elementor-widget-spacer\" data-id=\"123b97d\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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-e75f88e elementor-section-boxed elementor-section-height-default elementor-section-height-default elementor-invisible\" data-id=\"e75f88e\" data-element_type=\"section\" data-settings=\"{&quot;animation&quot;:&quot;fadeInUp&quot;}\">\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-acb2f14\" data-id=\"acb2f14\" data-element_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-394aa4e elementor-widget elementor-widget-heading\" data-id=\"394aa4e\" data-element_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\">04<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d2ffc08 elementor-widget elementor-widget-heading\" data-id=\"d2ffc08\" data-element_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\">Lo que dice el cliente<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ccf932e elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"ccf932e\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2f552f8 elementor-widget elementor-widget-testimonial\" data-id=\"2f552f8\" data-element_type=\"widget\" data-widget_type=\"testimonial.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-wrapper\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-content\">\u00a1Guau, simplemente genial! La cooperaci\u00f3n fue un \u00e9xito total desde el principio hasta el final del proyecto. Apoyo profesional con mucha experiencia, comunicaci\u00f3n transparente y sugerencias de soluciones cuando surgen problemas. Recomendaci\u00f3n absoluta.<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-testimonial-meta\">\n\t\t\t\t<div class=\"elementor-testimonial-meta-inner\">\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-details\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-name\">-Henrieke Neitzel<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\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\t\t<div class=\"elementor-element elementor-element-29aaa3a elementor-widget elementor-widget-spacer\" data-id=\"29aaa3a\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\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\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-17b540e elementor-section-boxed elementor-section-height-default elementor-section-height-default elementor-invisible\" data-id=\"17b540e\" data-element_type=\"section\" data-settings=\"{&quot;animation&quot;:&quot;fadeInUp&quot;}\">\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-4d6941b\" data-id=\"4d6941b\" data-element_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-188c568 elementor-widget elementor-widget-spacer\" data-id=\"188c568\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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-a670efe elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a670efe\" data-element_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-1310a01\" data-id=\"1310a01\" data-element_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-193f79b elementor-widget elementor-widget-heading\" data-id=\"193f79b\" data-element_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\">Equipo<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fe92cc8 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"fe92cc8\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\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\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-2d2ebfc elementor-section-boxed elementor-section-height-default elementor-section-height-default elementor-invisible\" data-id=\"2d2ebfc\" data-element_type=\"section\" data-settings=\"{&quot;animation&quot;:&quot;slideInLeft&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-76e70e8\" data-id=\"76e70e8\" data-element_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-1dd6188 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"1dd6188\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"500\" src=\"https:\/\/www.appleute.de\/wp-content\/uploads\/2024\/08\/Niket_Software_Engineer_final.png\" class=\"attachment-full size-full wp-image-20705\" alt=\"\" srcset=\"https:\/\/www.appleute.de\/wp-content\/uploads\/2024\/08\/Niket_Software_Engineer_final.png 500w, https:\/\/www.appleute.de\/wp-content\/uploads\/2024\/08\/Niket_Software_Engineer_final-300x300.png 300w, https:\/\/www.appleute.de\/wp-content\/uploads\/2024\/08\/Niket_Software_Engineer_final-150x150.png 150w, https:\/\/www.appleute.de\/wp-content\/uploads\/2024\/08\/Niket_Software_Engineer_final-12x12.png 12w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Nicet<\/h3><\/div><\/div>\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<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-8c2513c\" data-id=\"8c2513c\" data-element_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-f188ece elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"f188ece\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" src=\"https:\/\/www.appleute.de\/wp-content\/uploads\/elementor\/thumbs\/IMG_5455-scaled-qf0esecbmgoin0k94mwbju8eew39d5psbcibcb7z48.jpg\" title=\"IMG_5455\" alt=\"IMG_5455\" loading=\"lazy\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Raj<\/h3><\/div><\/div>\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<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-499d150\" data-id=\"499d150\" data-element_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-0caf920 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"0caf920\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"500\" src=\"https:\/\/www.appleute.de\/wp-content\/uploads\/2022\/06\/Frame-150.png\" class=\"attachment-full size-full wp-image-9501\" alt=\"\" srcset=\"https:\/\/www.appleute.de\/wp-content\/uploads\/2022\/06\/Frame-150.png 500w, https:\/\/www.appleute.de\/wp-content\/uploads\/2022\/06\/Frame-150-300x300.png 300w, https:\/\/www.appleute.de\/wp-content\/uploads\/2022\/06\/Frame-150-150x150.png 150w, https:\/\/www.appleute.de\/wp-content\/uploads\/2022\/06\/Frame-150-12x12.png 12w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Kinnari<\/h3><\/div><\/div>\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-7272d14 elementor-section-boxed elementor-section-height-default elementor-section-height-default elementor-invisible\" data-id=\"7272d14\" data-element_type=\"section\" data-settings=\"{&quot;animation&quot;:&quot;slideInRight&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-7b047eb\" data-id=\"7b047eb\" data-element_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-3c92086 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"3c92086\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1080\" src=\"https:\/\/www.appleute.de\/wp-content\/uploads\/2023\/09\/Tushar-1.png\" class=\"attachment-full size-full wp-image-18040\" alt=\"\" srcset=\"https:\/\/www.appleute.de\/wp-content\/uploads\/2023\/09\/Tushar-1.png 1080w, https:\/\/www.appleute.de\/wp-content\/uploads\/2023\/09\/Tushar-1-300x300.png 300w, https:\/\/www.appleute.de\/wp-content\/uploads\/2023\/09\/Tushar-1-1024x1024.png 1024w, https:\/\/www.appleute.de\/wp-content\/uploads\/2023\/09\/Tushar-1-150x150.png 150w, https:\/\/www.appleute.de\/wp-content\/uploads\/2023\/09\/Tushar-1-768x768.png 768w, https:\/\/www.appleute.de\/wp-content\/uploads\/2023\/09\/Tushar-1-360x360.png 360w, https:\/\/www.appleute.de\/wp-content\/uploads\/2023\/09\/Tushar-1-12x12.png 12w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Tushar<\/h3><\/div><\/div>\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<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-3ebf5a9\" data-id=\"3ebf5a9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-4b2c297\" data-id=\"4b2c297\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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-58beb9d elementor-widget elementor-widget-spacer\" data-id=\"58beb9d\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\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\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-280ce9d0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"280ce9d0\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-33 elementor-top-column elementor-element elementor-element-119a15fa\" data-id=\"119a15fa\" data-element_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-12bd5017 elementor-widget elementor-widget-spacer\" data-id=\"12bd5017\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7bf0cf6f elementor-widget elementor-widget-heading\" data-id=\"7bf0cf6f\" data-element_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\">H\u00e1blenos de su proyecto<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-572e2f4b elementor-widget elementor-widget-text-editor\" data-id=\"572e2f4b\" data-element_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>Juntos planeamos, discutimos y realizamos su proyecto.<\/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-2cb3c0f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2cb3c0f\" data-element_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-50 elementor-inner-column elementor-element elementor-element-409fea8\" data-id=\"409fea8\" data-element_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-3dbb144e elementor-align-center elementor-widget elementor-widget-button\" data-id=\"3dbb144e\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/www.appleute.de\/es\/contactar-con\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-long-arrow-alt-right\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Hable con nosotros<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-bbabc35\" data-id=\"bbabc35\" data-element_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-ca2e999 elementor-align-center elementor-widget elementor-widget-global elementor-global-4940 elementor-widget-button\" data-id=\"ca2e999\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/www.appleute.de\/es\/contactar-con\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-long-arrow-alt-right\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Reuni\u00f3n del libro<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-4e7da415 elementor-align-center elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"4e7da415\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"mailto:%20+491794159070\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-phone-square\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">+49 179 415 9070<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"mailto:marc@appleute.de\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-envelope\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">marc@appleute.de<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.linkedin.com\/in\/marc-mueller-7a4987a3\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fab fa-linkedin\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Marc M\u00fcller<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\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<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-28cdb347\" data-id=\"28cdb347\" data-element_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-6f0cbf22 elementor-widget elementor-widget-image\" data-id=\"6f0cbf22\" data-element_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 loading=\"lazy\" decoding=\"async\" width=\"433\" height=\"577\" src=\"https:\/\/www.appleute.de\/wp-content\/uploads\/2021\/02\/IMG_20210212_125902-removebg-preview.png\" class=\"attachment-large size-large wp-image-1273\" alt=\"Marc M\u00fcller appleute\" srcset=\"https:\/\/www.appleute.de\/wp-content\/uploads\/2021\/02\/IMG_20210212_125902-removebg-preview.png 433w, https:\/\/www.appleute.de\/wp-content\/uploads\/2021\/02\/IMG_20210212_125902-removebg-preview-225x300.png 225w\" sizes=\"auto, (max-width: 433px) 100vw, 433px\" \/>\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\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-top-section elementor-element elementor-element-6485e55a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6485e55a\" data-element_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-24c1b34c\" data-id=\"24c1b34c\" data-element_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-4a27189e elementor-widget elementor-widget-spacer\" data-id=\"4a27189e\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3368389f elementor-widget elementor-widget-heading\" data-id=\"3368389f\" data-element_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\">Otros proyectos<\/h2>\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-4cdb5d75 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4cdb5d75\" data-element_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-50 elementor-inner-column elementor-element elementor-element-5bb69fe7\" data-id=\"5bb69fe7\" data-element_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-2b3efd4d elementor-widget elementor-widget-premium-addon-banner\" data-id=\"2b3efd4d\" data-element_type=\"widget\" data-widget_type=\"premium-addon-banner.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"premium-banner-ib premium-banner-min-height premium-banner-animation5 blur\">\r\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.appleute.de\/wp-content\/uploads\/2022\/09\/Betra-4-1024x576.png\" class=\"attachment-large size-large wp-image-13101\" alt=\"\" srcset=\"\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" data-srcset=\"\" \/>\t\t\t\t\t\t\t\t\t<div class=\"premium-banner-ib-desc\">\r\n\t\t\t\t\t\t\t\t\t<h3 class=\"premium-banner-ib-title premium_banner_title\">BETRA<\/h3>\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.appleute.de\/es\/proyectos-de-aplicaciones\/betra\/\" class=\"premium-banner-ib-link\"><\/a>\r\n\t\t\t\t\t<\/div>\r\n\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-330936b\" data-id=\"330936b\" data-element_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-603ef252 elementor-widget elementor-widget-premium-addon-banner\" data-id=\"603ef252\" data-element_type=\"widget\" data-widget_type=\"premium-addon-banner.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"premium-banner-ib premium-banner-min-height premium-banner-animation5 blur\">\r\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.appleute.de\/wp-content\/uploads\/2022\/09\/ACT-Hero-3-1024x576.png\" class=\"attachment-large size-large wp-image-13147\" alt=\"\" srcset=\"\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" data-srcset=\"\" \/>\t\t\t\t\t\t\t\t\t<div class=\"premium-banner-ib-desc\">\r\n\t\t\t\t\t\t\t\t\t<h3 class=\"premium-banner-ib-title premium_banner_title\">ACT IN EIT FOOD<\/h3>\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.appleute.de\/es\/proyectos-de-aplicaciones\/eit-food\/\" class=\"premium-banner-ib-link\"><\/a>\r\n\t\t\t\t\t<\/div>\r\n\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-62d4ad38 elementor-widget elementor-widget-spacer\" data-id=\"62d4ad38\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-51efab02 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"51efab02\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/www.appleute.de\/es\/proyectos-de-aplicaciones\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-long-arrow-alt-right\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Mostrar todos los proyectos<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-top-section elementor-element elementor-element-3e59873 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3e59873\" data-element_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-646555d\" data-id=\"646555d\" data-element_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-4098e33 elementor-widget elementor-widget-spacer\" data-id=\"4098e33\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div 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El objetivo era...&nbsp;<a href=\"https:\/\/www.appleute.de\/es\/proyectos-de-aplicaciones\/may\/\" rel=\"bookmark\">Leer m\u00e1s \"<span class=\"screen-reader-text\">Caso pr\u00e1ctico de mayo<\/span><\/a><\/p>","protected":false},"author":4,"featured_media":20907,"parent":493,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"content-type":"","neve_meta_sidebar":"full-width","neve_meta_container":"","neve_meta_enable_content_width":"on","neve_meta_content_width":100,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","_themeisle_gutenberg_block_has_review":false,"footnotes":""},"categories":[],"tags":[],"class_list":["post-20835","page","type-page","status-publish","has-post-thumbnail","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Fallstudie May - appleute<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.appleute.de\/es\/proyectos-de-aplicaciones\/may\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Fallstudie May - appleute\" \/>\n<meta property=\"og:description\" content=\"May Automatisierte L\u00f6sungen zur Erkennung von Stra\u00dfensch\u00e4den und zur Effizienz interner Prozesse Projekt\u00fcbersicht May, ein technologieorientiertes Unternehmen, das sich auf die Instandhaltung von Stra\u00dfen spezialisiert hat, wollte einen fortschrittlichen Bildklassifizierungsagenten entwickeln, um Stra\u00dfensch\u00e4den zu erkennen und Produktempfehlungen f\u00fcr schnelle L\u00f6sungen zu geben, wodurch der Bedarf an Experten vor Ort minimiert werden sollte. Ziel war es,&hellip;&nbsp;Leer m\u00e1s &raquo;Fallstudie May\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.appleute.de\/es\/proyectos-de-aplicaciones\/may\/\" \/>\n<meta property=\"og:site_name\" content=\"appleute\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-07T14:59:43+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.appleute.de\/wp-content\/uploads\/2024\/09\/slightly-damaged-road.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1792\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Tiempo de lectura\" \/>\n\t<meta name=\"twitter:data1\" content=\"4 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.appleute.de\/app-projekte\/may\/\",\"url\":\"https:\/\/www.appleute.de\/app-projekte\/may\/\",\"name\":\"Fallstudie May - appleute\",\"isPartOf\":{\"@id\":\"https:\/\/www.appleute.de\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.appleute.de\/app-projekte\/may\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.appleute.de\/app-projekte\/may\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.appleute.de\/wp-content\/uploads\/2024\/09\/slightly-damaged-road.webp\",\"datePublished\":\"2024-09-18T13:10:10+00:00\",\"dateModified\":\"2024-11-07T14:59:43+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.appleute.de\/app-projekte\/may\/#breadcrumb\"},\"inLanguage\":\"es\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.appleute.de\/app-projekte\/may\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\/\/www.appleute.de\/app-projekte\/may\/#primaryimage\",\"url\":\"https:\/\/www.appleute.de\/wp-content\/uploads\/2024\/09\/slightly-damaged-road.webp\",\"contentUrl\":\"https:\/\/www.appleute.de\/wp-content\/uploads\/2024\/09\/slightly-damaged-road.webp\",\"width\":1792,\"height\":1024},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.appleute.de\/app-projekte\/may\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Projekte\",\"item\":\"https:\/\/www.appleute.de\/es\/proyectos-de-aplicaciones\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Fallstudie May\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.appleute.de\/#website\",\"url\":\"https:\/\/www.appleute.de\/\",\"name\":\"appleute\",\"description\":\"Agentur f\u00fcr App Entwicklung\",\"publisher\":{\"@id\":\"https:\/\/www.appleute.de\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.appleute.de\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"es\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.appleute.de\/#organization\",\"name\":\"appleute\",\"url\":\"https:\/\/www.appleute.de\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\/\/www.appleute.de\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.appleute.de\/wp-content\/uploads\/2021\/01\/output-onlinepngtools-1.png\",\"contentUrl\":\"https:\/\/www.appleute.de\/wp-content\/uploads\/2021\/01\/output-onlinepngtools-1.png\",\"width\":300,\"height\":300,\"caption\":\"appleute\"},\"image\":{\"@id\":\"https:\/\/www.appleute.de\/#\/schema\/logo\/image\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Caso pr\u00e1ctico de mayo - appleute","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.appleute.de\/es\/proyectos-de-aplicaciones\/may\/","og_locale":"es_ES","og_type":"article","og_title":"Fallstudie May - appleute","og_description":"May Automatisierte L\u00f6sungen zur Erkennung von Stra\u00dfensch\u00e4den und zur Effizienz interner Prozesse Projekt\u00fcbersicht May, ein technologieorientiertes Unternehmen, das sich auf die Instandhaltung von Stra\u00dfen spezialisiert hat, wollte einen fortschrittlichen Bildklassifizierungsagenten entwickeln, um Stra\u00dfensch\u00e4den zu erkennen und Produktempfehlungen f\u00fcr schnelle L\u00f6sungen zu geben, wodurch der Bedarf an Experten vor Ort minimiert werden sollte. 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