{"id":30409,"date":"2019-10-31T21:35:23","date_gmt":"2019-10-31T18:35:23","guid":{"rendered":"https:\/\/prohoster.info\/blog\/upravlenie-it-uslugami-itsm-stalo-eshhe-effektivnee-blagodarya-sredstvam-mashinnogo-obucheniya\/"},"modified":"2019-10-31T21:35:23","modified_gmt":"2019-10-31T18:35:23","slug":"upravlenie-it-uslugami-itsm-stalo-eshhe-effektivnee-blagodarya-sredstvam-mashinnogo-obucheniya","status":"publish","type":"post","link":"https:\/\/prohoster.info\/pt\/blog\/administrirovanie\/upravlenie-it-uslugami-itsm-stalo-eshhe-effektivnee-blagodarya-sredstvam-mashinnogo-obucheniya","title":{"rendered":"A gest\u00e3o de servi\u00e7os de TI (ITSM) se tornou ainda mais eficiente gra\u00e7as a ferramentas de aprendizado de m\u00e1quina","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Em 2018, solidificamos nossas posi\u00e7\u00f5es \u2013 os servi\u00e7os de gest\u00e3o de TI (ITSM) e os servi\u00e7os de TI continuam suas opera\u00e7\u00f5es, apesar das constantes conversas sobre quanto tempo mais conseguir\u00e3o se manter na era da revolu\u00e7\u00e3o digital. De fato, a demanda por servi\u00e7os de suporte t\u00e9cnico est\u00e1 crescendo \u2013 no Relat\u00f3rio de Suporte T\u00e9cnico e no Relat\u00f3rio de Sal\u00e1rios <noindex><a rel=\"nofollow\" href=\"http:\/\/www.microfocus.com\/en-us\/products\/service-management-automation-suite\/overview\">HDI<\/a><\/noindex> (Help Desk Institute) de 2017 indica que 55% dos servi\u00e7os de suporte t\u00e9cnico relataram um aumento no volume de chamados no \u00faltimo ano. <\/p>\n<p><img decoding=\"async\" alt=\"A gest\u00e3o de servi\u00e7os de TI (ITSM) se tornou ainda mais eficiente gra\u00e7as a ferramentas de aprendizado de m\u00e1quina\" src=\"\/wp-content\/uploads\/2019\/03\/4be34ddeeca161979779830b4e7aeb23.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nPor outro lado, muitas empresas relataram uma diminui\u00e7\u00e3o no volume de chamadas para suporte no ano passado (15%) em compara\u00e7\u00e3o com 2016 (10%). O principal fator que contribuiu para a redu\u00e7\u00e3o no n\u00famero de chamados foi o suporte t\u00e9cnico aut\u00f4nomo. No entanto, a HDI tamb\u00e9m informa que, no ano passado, o custo por chamado aumentou para 25 d\u00f3lares em compara\u00e7\u00e3o com 18 d\u00f3lares em 2016. Isso n\u00e3o \u00e9 o que a maioria dos servi\u00e7os de TI almeja. Felizmente, a automa\u00e7\u00e3o baseada em an\u00e1lises e aprendizado de m\u00e1quina pode melhorar processos e a efici\u00eancia do suporte ao reduzir erros e aumentar a qualidade e velocidade. \u00c0s vezes, isso vai al\u00e9m das capacidades humanas, e o aprendizado de m\u00e1quina e a an\u00e1lise s\u00e3o a base fundamental para um suporte t\u00e9cnico inteligente, acolhedor e \u00e1gil.<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\nEste artigo explora mais detalhadamente como o aprendizado de m\u00e1quina pode resolver muitos problemas de suporte e ITSM relacionados ao volume e custo dos chamados, e como criar um suporte mais r\u00e1pido e automatizado que os funcion\u00e1rios da empresa ter\u00e3o prazer em utilizar.<\/p>\n<h3>ITSM eficaz atrav\u00e9s do aprendizado de m\u00e1quina e an\u00e1lise<\/h3>\n<p>\nMinha defini\u00e7\u00e3o favorita de aprendizado de m\u00e1quina vem da empresa <noindex><a rel=\"nofollow\" href=\"http:\/\/www.mathworks.com\/\">MathWorks<\/a><\/noindex>:<\/p>\n<p>\u201cO aprendizado de m\u00e1quina ensina os computadores a fazer o que \u00e9 natural para pessoas e animais \u2013 aprender com a pr\u00f3pria experi\u00eancia. Os algoritmos de aprendizado de m\u00e1quina usam m\u00e9todos computacionais para aprender informa\u00e7\u00f5es diretamente dos dados, sem depender de uma equa\u00e7\u00e3o pr\u00e9-definida como modelo. Os algoritmos adaptativamente melhoram sua pr\u00f3pria efic\u00e1cia \u00e0 medida que o n\u00famero de amostras dispon\u00edveis para aprendizado aumenta.\u201d<br \/>\nAs funcionalidades abaixo est\u00e3o dispon\u00edveis para algumas ferramentas de ITSM baseadas em tecnologias de machine learning e an\u00e1lise de grandes dados:<\/p>\n<ul>\n<li><b>Suporte atrav\u00e9s de um bot.<\/b> Agentes virtuais e chatbots podem automaticamente oferecer not\u00edcias, artigos, servi\u00e7os e propostas de suporte de cat\u00e1logos de dados e consultas p\u00fablicas. Esse suporte 24\/7 na forma de programas de treinamento oferecidos aos usu\u00e1rios finais ajuda a resolver problemas com muito mais rapidez. Os principais benef\u00edcios do bot incluem uma interface de usu\u00e1rio aprimorada e um menor volume de solicita\u00e7\u00f5es de entrada.<\/li>\n<li><b>Not\u00edcias e notifica\u00e7\u00f5es inteligentes.<\/b> Essas ferramentas permitem informar os usu\u00e1rios antecipadamente sobre problemas potenciais. Al\u00e9m disso, profissionais de TI podem recomendar solu\u00e7\u00f5es alternativas para problemas utilizando notifica\u00e7\u00f5es personalizadas, que fornecem aos usu\u00e1rios finais informa\u00e7\u00f5es relevantes e \u00fateis sobre os problemas que podem enfrentar, al\u00e9m de dicas sobre como evit\u00e1-los. Usu\u00e1rios informados valorizam o suporte ativo de TI, e o n\u00famero de solicita\u00e7\u00f5es de entrada diminui.<\/li>\n<li><b>Busca inteligente.<\/b> Quando os usu\u00e1rios finais procuram informa\u00e7\u00f5es ou servi\u00e7os, um sistema de gerenciamento de conhecimento contextualmente dependente pode fornecer recomenda\u00e7\u00f5es, artigos e links. Os usu\u00e1rios finais geralmente ignoram parte dos resultados, preferindo outros. Esses cliques e visualiza\u00e7\u00f5es s\u00e3o inclu\u00eddos nos crit\u00e9rios de 'pondera\u00e7\u00e3o' durante a reindexa\u00e7\u00e3o do conte\u00fado ao longo do tempo, assim as funcionalidades de busca s\u00e3o ajustadas dinamicamente. Como os usu\u00e1rios finais fornecem feedback na forma de votos 'curtir\/descurtir', isso tamb\u00e9m afeta a classifica\u00e7\u00e3o do conte\u00fado que eles e outros usu\u00e1rios podem encontrar. Em termos de benef\u00edcios, os usu\u00e1rios finais podem encontrar respostas rapidamente e se sentir mais confiantes, enquanto os agentes de suporte t\u00eam a capacidade de atender mais solicita\u00e7\u00f5es e alcan\u00e7ar mais acordos de n\u00edvel de servi\u00e7o (SLA).<\/li>\n<li><b>An\u00e1lise de temas populares. <\/b>Aqui, as capacidades anal\u00edticas revelam padr\u00f5es a partir de fontes de dados estruturadas e n\u00e3o estruturadas. Informa\u00e7\u00f5es sobre t\u00f3picos populares s\u00e3o apresentadas graficamente em um mapa de calor, onde o tamanho dos segmentos corresponde \u00e0 frequ\u00eancia de t\u00f3picos ou grupos de palavras-chave solicitados pelos usu\u00e1rios. Incidentes recorrentes ser\u00e3o identificados instantaneamente, agrupados e resolvidos em conjunto. A an\u00e1lise de t\u00f3picos populares tamb\u00e9m identifica clusters de incidentes com uma causa raiz comum, reduzindo significativamente o tempo para identificar e resolver o problema subjacente. Al\u00e9m disso, a tecnologia pode automaticamente criar artigos na base de conhecimentos, com base em intera\u00e7\u00f5es semelhantes ou problemas similares. A busca por tend\u00eancias em quaisquer dados aumenta a atividade do departamento de TI, previne a repeti\u00e7\u00e3o de incidentes e, consequentemente, melhora a satisfa\u00e7\u00e3o dos usu\u00e1rios finais, enquanto reduz os custos com TI.<\/li>\n<li><b>Solicita\u00e7\u00f5es inteligentes.<\/b> Os usu\u00e1rios finais esperam que enviar um pedido n\u00e3o seja mais complicado do que escrever um tweet, ou seja, uma mensagem curta em linguagem natural que descreva o problema ou solicita\u00e7\u00e3o, que possa ser enviada por e-mail. Ou at\u00e9 mesmo anexar uma foto do problema e envi\u00e1-la a partir de um dispositivo m\u00f3vel. O registro de um pedido inteligente acelera o processo de cria\u00e7\u00e3o de solicita\u00e7\u00f5es, preenchendo automaticamente todos os campos com base no que o usu\u00e1rio final escreveu ou em uma imagem digitalizada processada por software de reconhecimento \u00f3ptico de caracteres (OCR). Utilizando um conjunto de dados de observa\u00e7\u00f5es, a tecnologia classifica automaticamente e endere\u00e7a as solicita\u00e7\u00f5es aos agentes de suporte apropriados. Os agentes podem redirecionar as solicita\u00e7\u00f5es para diferentes grupos de suporte e podem reescrever campos preenchidos automaticamente, caso o modelo de aprendizado de m\u00e1quina n\u00e3o seja o mais adequado para aquele caso. O sistema aprende com novos padr\u00f5es, permitindo lidar melhor com problemas futuros. Tudo isso significa que os usu\u00e1rios finais podem abrir solicita\u00e7\u00f5es de forma f\u00e1cil e r\u00e1pida, o que resulta em maior satisfa\u00e7\u00e3o ao usar ferramentas de trabalho. Essa funcionalidade tamb\u00e9m reduz o volume de trabalho manual e erros, ajudando a diminuir o tempo e os custos de resolu\u00e7\u00e3o.<\/li>\n<li><b>E-mail inteligente.<\/b> Esta ferramenta \u00e9 similar ao pedido inteligente. O usu\u00e1rio final pode enviar um e-mail para o suporte t\u00e9cnico e descrever o problema em linguagem natural. A ferramenta de suporte t\u00e9cnico cria um pedido com base no conte\u00fado do e-mail e tamb\u00e9m responde automaticamente ao usu\u00e1rio final com links para solu\u00e7\u00f5es sugeridas. Os usu\u00e1rios finais ficam satisfeitos, pois abrir pedidos e consultas \u00e9 f\u00e1cil e conveniente, e os agentes de TI t\u00eam menos trabalho manual.<\/li>\n<li><b>Gerenciamento inteligente de mudan\u00e7as.<\/b> A aprendizagem de m\u00e1quina tamb\u00e9m suporta an\u00e1lises modernas e gest\u00e3o de mudan\u00e7as. Considerando a frequ\u00eancia das altera\u00e7\u00f5es que as empresas exigem hoje, sistemas inteligentes podem fornecer sugest\u00f5es a agentes ou gerentes de mudan\u00e7as, voltadas para otimizar o ambiente e aumentar a taxa de sucesso das mudan\u00e7as no futuro. Os agentes podem descrever as mudan\u00e7as necess\u00e1rias em linguagem natural, enquanto as capacidades anal\u00edticas v\u00e3o verificar o conte\u00fado para detectar elementos de configura\u00e7\u00e3o afetados. Todas as mudan\u00e7as s\u00e3o regulamentadas, e indicadores autom\u00e1ticos informam ao gerente de mudan\u00e7as se h\u00e1 algum problema com a altera\u00e7\u00e3o, como risco, agendamento em uma janela n\u00e3o planejada ou status \"n\u00e3o aprovado\". A principal vantagem da gest\u00e3o inteligente de mudan\u00e7as \u00e9 um retorno mais r\u00e1pido do investimento, com menos configura\u00e7\u00f5es, ajustes e, no final, menores custos financeiros.<\/li>\n<\/ul>\n<p>\n<b><i>Em \u00faltima an\u00e1lise, a aprendizagem de m\u00e1quina e a an\u00e1lise transformam os sistemas ITSM por meio de suposi\u00e7\u00f5es inteligentes e recomenda\u00e7\u00f5es sobre problemas com solicita\u00e7\u00f5es e no processo de mudan\u00e7as, que ajudam agentes e grupos de suporte de TI a descrever, diagnosticar, prever e prescrever o que aconteceu, o que est\u00e1 acontecendo e o que acontecer\u00e1. Os usu\u00e1rios finais recebem avalia\u00e7\u00f5es anal\u00edticas proativas, personalizadas e din\u00e2micas e solu\u00e7\u00f5es r\u00e1pidas. Grande parte disso acontece automaticamente, ou seja, sem a interven\u00e7\u00e3o humana. E \u00e0 medida que a tecnologia aprende ao longo do tempo, os processos ficam cada vez melhores. \u00c9 importante notar que todas as fun\u00e7\u00f5es inteligentes descritas neste artigo est\u00e3o dispon\u00edveis j\u00e1 hoje.<\/i><\/b><br \/>\n<br \/>Fonte: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/icl_services\/blog\/445504\/\">habr.com<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0412 2018 \u0433\u043e\u0434\u0443 \u043c\u044b \u043f\u0440\u043e\u0447\u043d\u043e \u0437\u0430\u043a\u0440\u0435\u043f\u0438\u043b\u0438 \u0441\u0432\u043e\u0438 \u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u2013 \u0441\u043b\u0443\u0436\u0431\u044b \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0418\u0422-\u0443\u0441\u043b\u0443\u0433\u0430\u043c\u0438 (ITSM) \u0438 \u0441\u043b\u0443\u0436\u0431\u044b \u0418\u0422-\u0443\u0441\u043b\u0443\u0433 \u0434\u043e \u0441\u0438\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u0441\u0432\u043e\u044e \u0434\u0435\u044f\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u043d\u0435\u0441\u043c\u043e\u0442\u0440\u044f \u043d\u0430 \u043d\u0435\u043f\u0440\u0435\u043a\u0440\u0430\u0449\u0430\u044e\u0449\u0438\u0435\u0441\u044f \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440\u044b \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0434\u043e\u043b\u0433\u043e \u043e\u043d\u0438 \u0435\u0449\u0435 \u043f\u0440\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f \u0432 \u043f\u043e\u0440\u0443 \u0446\u0438\u0444\u0440\u043e\u0432\u043e\u0439 \u0440\u0435\u0432\u043e\u043b\u044e\u0446\u0438\u0438. \u0414\u0435\u0439\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e, \u0441\u043f\u0440\u043e\u0441 \u043d\u0430 \u0441\u043b\u0443\u0436\u0431\u044b \u0442\u0435\u0445\u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0438 \u0440\u0430\u0441\u0442\u0435\u0442 \u2013 \u0432 \u041e\u0442\u0447\u0435\u0442\u0435 \u043e \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0435 \u0438 \u041e\u0442\u0447\u0435\u0442\u0435 \u043e \u0437\u0430\u0440\u043f\u043b\u0430\u0442\u0430\u0445 HDI (Help [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":22410,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-30409","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.3 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u0412 2018 \u0433\u043e\u0434\u0443 \u043c\u044b \u043f\u0440\u043e\u0447\u043d\u043e \u0437\u0430\u043a\u0440\u0435\u043f\u0438\u043b\u0438 \u0441\u0432\u043e\u0438 \u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u2013 \u0441\u043b\u0443\u0436\u0431\u044b \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0418\u0422-\u0443\u0441\u043b\u0443\u0433\u0430\u043c\u0438 (ITSM) \u0438 \u0441\u043b\u0443\u0436\u0431\u044b \u0418\u0422-\u0443\u0441\u043b\u0443\u0433 \u0434\u043e \u0441\u0438\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u0441\u0432\u043e\u044e \u0434\u0435\u044f\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u043d\u0435\u0441\u043c\u043e\u0442\u0440\u044f \u043d\u0430 \u043d\u0435\u043f\u0440\u0435\u043a\u0440\u0430\u0449\u0430\u044e\u0449\u0438\u0435\u0441\u044f \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440\u044b \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0434\u043e\u043b\u0433\u043e \u043e\u043d\u0438 \u0435\u0449\u0435 \u043f\u0440\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f.\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Yuri Gagarin\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/prohoster.info\/pt\/blog\/administrirovanie\/upravlenie-it-uslugami-itsm-stalo-eshhe-effektivnee-blagodarya-sredstvam-mashinnogo-obucheniya\" \/>\n\t\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.3\" \/>\n\t\t<meta property=\"og:locale\" content=\"pt_PT\" \/>\n\t\t<meta property=\"og:site_name\" content=\"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"\ud83e\udd47\u0423\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0418\u0422-\u0443\u0441\u043b\u0443\u0433\u0430\u043c\u0438 (ITSM) \u0441\u0442\u0430\u043b\u043e \u0435\u0449\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f \u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0430\u043c \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f | ProHoster\" \/>\n\t\t<meta property=\"og:description\" content=\"\u0412 2018 \u0433\u043e\u0434\u0443 \u043c\u044b \u043f\u0440\u043e\u0447\u043d\u043e \u0437\u0430\u043a\u0440\u0435\u043f\u0438\u043b\u0438 \u0441\u0432\u043e\u0438 \u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u2013 \u0441\u043b\u0443\u0436\u0431\u044b \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0418\u0422-\u0443\u0441\u043b\u0443\u0433\u0430\u043c\u0438 (ITSM) \u0438 \u0441\u043b\u0443\u0436\u0431\u044b \u0418\u0422-\u0443\u0441\u043b\u0443\u0433 \u0434\u043e \u0441\u0438\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u0441\u0432\u043e\u044e \u0434\u0435\u044f\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u043d\u0435\u0441\u043c\u043e\u0442\u0440\u044f \u043d\u0430 \u043d\u0435\u043f\u0440\u0435\u043a\u0440\u0430\u0449\u0430\u044e\u0449\u0438\u0435\u0441\u044f \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440\u044b \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0434\u043e\u043b\u0433\u043e \u043e\u043d\u0438 \u0435\u0449\u0435 \u043f\u0440\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f.\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/prohoster.info\/pt\/blog\/administrirovanie\/upravlenie-it-uslugami-itsm-stalo-eshhe-effektivnee-blagodarya-sredstvam-mashinnogo-obucheniya\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:width\" content=\"350\" \/>\n\t\t<meta property=\"og:image:height\" content=\"350\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2019-10-31T18:35:23+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2019-10-31T18:35:23+00:00\" \/>\n\t\t<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"\ud83e\udd47A gest\u00e3o de servi\u00e7os de TI (ITSM) se tornou ainda mais eficiente com ferramentas de aprendizagem de m\u00e1quina | ProHoster","description":"Em 2018, solidificamos nossas posi\u00e7\u00f5es \u2013 os servi\u00e7os de gest\u00e3o de servi\u00e7os de TI (ITSM) e os servi\u00e7os de TI continuam a operar, apesar das cont\u00ednuas discuss\u00f5es sobre por quanto tempo eles ainda durar\u00e3o.","canonical_url":"https:\/\/prohoster.info\/pt\/blog\/administrirovanie\/upravlenie-it-uslugami-itsm-stalo-eshhe-effektivnee-blagodarya-sredstvam-mashinnogo-obucheniya","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":null,"og:locale":"pt_PT","og:site_name":"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b","og:type":"article","og:title":"\ud83e\udd47\u0423\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0418\u0422-\u0443\u0441\u043b\u0443\u0433\u0430\u043c\u0438 (ITSM) \u0441\u0442\u0430\u043b\u043e \u0435\u0449\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f \u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0430\u043c \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f | ProHoster","og:description":"\u0412 2018 \u0433\u043e\u0434\u0443 \u043c\u044b \u043f\u0440\u043e\u0447\u043d\u043e \u0437\u0430\u043a\u0440\u0435\u043f\u0438\u043b\u0438 \u0441\u0432\u043e\u0438 \u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u2013 \u0441\u043b\u0443\u0436\u0431\u044b \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0418\u0422-\u0443\u0441\u043b\u0443\u0433\u0430\u043c\u0438 (ITSM) \u0438 \u0441\u043b\u0443\u0436\u0431\u044b \u0418\u0422-\u0443\u0441\u043b\u0443\u0433 \u0434\u043e \u0441\u0438\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u0441\u0432\u043e\u044e \u0434\u0435\u044f\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u043d\u0435\u0441\u043c\u043e\u0442\u0440\u044f \u043d\u0430 \u043d\u0435\u043f\u0440\u0435\u043a\u0440\u0430\u0449\u0430\u044e\u0449\u0438\u0435\u0441\u044f \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440\u044b \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0434\u043e\u043b\u0433\u043e \u043e\u043d\u0438 \u0435\u0449\u0435 \u043f\u0440\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f.","og:url":"https:\/\/prohoster.info\/pt\/blog\/administrirovanie\/upravlenie-it-uslugami-itsm-stalo-eshhe-effektivnee-blagodarya-sredstvam-mashinnogo-obucheniya","og:image":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:secure_url":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:width":350,"og:image:height":350,"article:published_time":"2019-10-31T18:35:23+00:00","article:modified_time":"2019-10-31T18:35:23+00:00","article:publisher":"https:\/\/www.facebook.com\/prohoster","article:author":"https:\/\/www.facebook.com\/prohoster"},"aioseo_meta_data":{"post_id":"30409","title":null,"description":null,"keywords":null,"keyphrases":null,"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":null,"og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"","isEnabled":true},"graphs":[]},"schema_type":null,"schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":null,"robots_max_videopreview":null,"robots_max_imagepreview":"large","priority":null,"frequency":null,"local_seo":null,"seo_analyzer_scan_date":"2026-01-21 01:05:19","breadcrumb_settings":null,"limit_modified_date":false,"reviewed_by":null,"ai":null,"created":"2021-03-01 03:35:24","updated":"2026-01-21 01:05:19","focus_keyword":null,"additional_keywords":null,"truseo_locale":null},"gt_translate_keys":[{"key":"link","format":"url"}],"_links":{"self":[{"href":"https:\/\/prohoster.info\/pt\/wp-json\/wp\/v2\/posts\/30409","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/prohoster.info\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/prohoster.info\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/prohoster.info\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/prohoster.info\/pt\/wp-json\/wp\/v2\/comments?post=30409"}],"version-history":[{"count":0,"href":"https:\/\/prohoster.info\/pt\/wp-json\/wp\/v2\/posts\/30409\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/prohoster.info\/pt\/wp-json\/wp\/v2\/media\/22410"}],"wp:attachment":[{"href":"https:\/\/prohoster.info\/pt\/wp-json\/wp\/v2\/media?parent=30409"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/prohoster.info\/pt\/wp-json\/wp\/v2\/categories?post=30409"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/prohoster.info\/pt\/wp-json\/wp\/v2\/tags?post=30409"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}