{"id":194236,"date":"2026-06-26T14:47:08","date_gmt":"2026-06-26T14:47:08","guid":{"rendered":"https:\/\/sinch.com\/ai-production-paradox\/chapter\/custo-real-falhas\/"},"modified":"2026-07-08T02:43:26","modified_gmt":"2026-07-08T02:43:26","slug":"custo-real-falhas","status":"publish","type":"ai-prod-chapter","link":"https:\/\/sinch.com\/pt\/ai-production-paradox\/chapter\/custo-real-falhas\/","title":{"rendered":"O custo real das falhas de governan\u00e7a"},"content":{"rendered":"    <section data-content-type=\"hub\"  class=\"section section-hub-py hub-altblock bg-light-subtle\" data-theme=\"dark\">\r\n        <div class=\"container\">\r\n            <div class=\"row align-items-center\">\r\n\r\n                                    <div class=\"col-md-6 col-lg-7 order-2 order-md-2 ps-md-7 ps-lg-10\">\r\n                        \n\r\n    \r\n    \r\n    \r\n                    <div class=\"position-relative\">\r\n                <div id=\"highcharts_block_YmxvY2tfODE2ZWUwOTQyOGQyOGU3MDUxYzVlOTYxNjdmYTI0NDU\"><\/div>\r\n            <\/div>\r\n        \r\n        <script>\r\n            (function() {\r\n                \/\/ Init chart\r\n                function chartInit_block_YmxvY2tfODE2ZWUwOTQyOGQyOGU3MDUxYzVlOTYxNjdmYTI0NDU() {\r\n                    const chartID = \"highcharts_block_YmxvY2tfODE2ZWUwOTQyOGQyOGU3MDUxYzVlOTYxNjdmYTI0NDU\";\r\n                    const chartContainer = document.getElementById(chartID);\r\n\r\n                    if (!chartContainer) return;\r\n\r\n                    \/\/ Check if chart already existns. 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Os danos \u00e0 reputa\u00e7\u00e3o e a perda de confian\u00e7a do cliente est\u00e3o quase no mesmo n\u00edvel.<\/p><p><b>Esse quase empate mostra o qu\u00e3o complexas essas falhas de AI podem ser<\/b>, porque esses dois modos \u2013 a carga de suporte e o impacto reputacional para a marca \u2013 n\u00e3o s\u00e3o equivalentes na forma como s\u00e3o resolvidos. Um deles tem um caminho claro para a resolu\u00e7\u00e3o, enquanto o outro pode ter um impacto duradouro em sua organiza\u00e7\u00e3o que \u00e9 mais dif\u00edcil de mitigar. <\/p><p class=\"mb-0\"><small>A pesquisa da Sinch (2026) mostra que o aumento na fila de suporte (35%) e os danos \u00e0 reputa\u00e7\u00e3o da marca (34%) s\u00e3o o maior impacto das falhas de agentes de AI.<\/small>\u00a0<\/p><\/div>\r\n\r\n                <\/div>\r\n            <\/div>\r\n\r\n            \r\n        <\/div>\r\n    <\/section>\r\n\r\n\n\n    <section data-content-type=\"hub\"  class=\"section section-hub-py hub-altblock bg-body\" data-theme=\"dark\">\r\n        <div class=\"container\">\r\n            <div class=\"row align-items-center\">\r\n\r\n                                    <div class=\"col-md-6 col-lg-7 order-2 order-md-1 pe-md-7 pe-lg-10\">\r\n                        \n\t<div class=\"custom-video\">\r\n\t\t\t\t\t<div class=\"row g-0 justify-content-center\">\r\n\t\t\t\t<div class=\"col-lg-7\"  style=\"max-width: calc((98dvh - var(--header-scrolled-height)) * 0.5625)\">\r\n\t\t\t\t\t                    <div class=\"iframe-responsive-container lazy-video rounded-lg overflow-hidden  iframe-responsive-9x16\">\r\n                <a href=\"https:\/\/vimeo.com\/1189674889\/7d5e0e0a48\" class=\"lazy-video-link\" data-lazy-video=\"1189674889?h=7d5e0e0a48\" target=\"_blank\" rel=\"nofollow\" role=\"button\" data-source=\"vimeo\" data-language=\"pt\" data-thumb=\"https:\/\/i.vimeocdn.com\/video\/2156642370-6f68fde1079fbd4053c76a3d9ee780ca31433acdb4df7033a7d3e5743fb849fe-d_1280?region=us\" title=\"Sinch Video\">\r\n                    <div class=\"btn btn-light btn-light-social btn-play btn-play-circle\">\r\n                                                    <svg aria-hidden=\"true\" data-url=\"https:\/\/sinch.com\/wp-content\/plugins\/sinch-core\/assets\/icons\/sinch\/play.svg\"><\/svg>\r\n                                            <\/div>\r\n                    <img decoding=\"async\"  src=\"https:\/\/i.vimeocdn.com\/video\/2156642370-6f68fde1079fbd4053c76a3d9ee780ca31433acdb4df7033a7d3e5743fb849fe-d_1280?region=us\" alt=\"The AI Paradox - Heather Arrington\">\r\n                <\/a>\r\n            <\/div>\r\n                        <script type=\"application\/ld+json\">\r\n            {\n    \"@context\": \"http:\/\/schema.org\",\n    \"@type\": \"VideoObject\",\n    \"@id\": \"https:\/\/vimeo.com\/1189674889\/7d5e0e0a48#VideoObject\",\n    \"thumbnailUrl\": \"https:\/\/i.vimeocdn.com\/video\/2156642370-6f68fde1079fbd4053c76a3d9ee780ca31433acdb4df7033a7d3e5743fb849fe-d_1280?region=us\",\n    \"embedUrl\": \"https:\/\/player.vimeo.com\/video\/1189674889?h=7d5e0e0a48\",\n    \"contentUrl\": \"https:\/\/vimeo.com\/1189674889\/7d5e0e0a48\",\n    \"name\": \"The AI Paradox - Heather Arrington\",\n    \"uploadDate\": \"2026-05-06T05:09:01+00:00\",\n    \"duration\": \"P0DT0H1M1S\"\n}        <\/script>\r\n        \t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t\r\n\t\t\t<\/div>\r\n\r\n\t\r\n\n\r\n                    <\/div>\r\n                \r\n                \r\n                <div class=\"col-md-6 col-lg-5 altblo-content order-1 order-md-2 pb-4 pb-lg-0\">\r\n\r\n\r\n                    <h3 class=\"h4 mb-0\">A fila de suporte<\/h3><div class=\"content-body mb-0 mt-3 mt-lg-4\"><p><b>35% das organiza\u00e7\u00f5es citam um aumento repentino na carga de agentes humanos de suporte como a principal consequ\u00eancia de uma falha nas comunica\u00e7\u00f5es de AI. <\/b>O agente fica inativo, e cada intera\u00e7\u00e3o com a qual ele estava lidando reverte para um humano. Uma equipe de suporte dimensionada para um mundo onde a AI lida com um volume significativo de repente est\u00e1 lidando com tudo sozinha.\u00a0<\/p><p>Em hor\u00e1rios de pico (um lan\u00e7amento de produto, uma interrup\u00e7\u00e3o de servi\u00e7o, um pico sazonal) isso pode se tornar uma verdadeira crise operacional. E, ao mesmo tempo, este tamb\u00e9m \u00e9 o modo de falha sobre o qual \u00e9 gerado um relat\u00f3rio para a diretoria. Aparece em pain\u00e9is e gera revis\u00f5es de incidentes.\u00a0<\/p><p class=\"mb-0\">\u00c9 claramente vis\u00edvel e mensur\u00e1vel, mas \u00e9 resolvido quando o agente volta a ficar online. <\/p><\/div>\r\n\r\n                <\/div>\r\n            <\/div>\r\n\r\n            \r\n        <\/div>\r\n    <\/section>\r\n\r\n\n\n    <section data-content-type=\"hub\"  class=\"section section-hub-py hub-altblock bg-light-subtle\" data-theme=\"dark\">\r\n        <div class=\"container\">\r\n            <div class=\"row align-items-center\">\r\n\r\n                                    <div class=\"col-md-6 col-lg-7 order-2 order-md-2 ps-md-7 ps-lg-10\">\r\n                        \n    <div data-content-type=\"longform\" class=\"quote hub-quote longform-spacings d-flex flex-column rounded-lg px-5 py-6 px-md-6 py-md-7 p-lg-7 shadow-sm bg-light\" data-theme=\"dark\">\r\n\r\n        <div class=\"quote-logo mb-3\">\r\n                            <svg height=\"40\" class=\"quote-icon quote-icon-color\" aria-hidden=\"true\" data-url=\"https:\/\/sinch.com\/wp-content\/plugins\/sinch-core\/assets\/icons\/custom-icons\/quotes-right.svg\"><\/svg>\r\n                    <\/div>\r\n\r\n        <blockquote class=\"quote-content content-body m-0 text-body-color\" id=\"quote-block-454d1f6a72a18406ea41ee62456d46cb\">\r\n            &#8220;Se eu o procuro para comprar um novo produto, mas sou enviado para o suporte, isso ter\u00e1 um impacto negativo na marca. Os clientes vivenciam a sua marca em um verdadeiro ponto de falha, e isso significa perda de confian\u00e7a. E uma vez que se perde a confian\u00e7a, \u00e9 muito dif\u00edcil recuper\u00e1-la.&#8221;        <\/blockquote>\r\n\r\n                    <div class=\"d-flex gap-3 mt-5\">\r\n                                    <div>\r\n                        <img decoding=\"async\" width=\"72\" height=\"72\" class=\"rounded-lg quote-author\" src=\"https:\/\/sinch.com\/wp-content\/uploads\/2025\/12\/SI-Photo-daniel-morris.png\" alt=\"Foto de Daniel Morris\">\r\n                    <\/div>\r\n                                <div class=\"d-flex flex-column align-self-center fs-sm\">\r\n                    <cite class=\"mb-0 fw-bold text-accent fst-normal\" aria-describedby=\"quote-block-454d1f6a72a18406ea41ee62456d46cb\">\r\n                        Daniel Morris                    <\/cite>\r\n                                            <span class=\"mb-0 text-body-color\">CPO da Sinch<\/span>\r\n                                    <\/div>\r\n            <\/div>\r\n            <\/div>\r\n\n\r\n                    <\/div>\r\n                \r\n                \r\n                <div class=\"col-md-6 col-lg-5 altblo-content order-1 order-md-1 pb-4 pb-lg-0\">\r\n\r\n\r\n                    <h3 class=\"h4 mb-0\">Os riscos para a marca<\/h3><div class=\"content-body mb-0 mt-3 mt-lg-4\"><p><\/p><p>Danos \u00e0 reputa\u00e7\u00e3o e perda de confian\u00e7a do cliente s\u00e3o citados por 34% das organiza\u00e7\u00f5es como a principal consequ\u00eancia de uma falha nas comunica\u00e7\u00f5es de AI \u2013 essencialmente empatados com a sobrecarga de suporte em todos os setores pesquisados. Nos setores de servi\u00e7os financeiros e de tecnologia, os danos \u00e0 reputa\u00e7\u00e3o na verdade superam a sobrecarga de suporte como o medo n\u00famero um.<\/p><p class=\"mb-0\">Mas, diferentemente da sobrecarga de suporte, os danos \u00e0 reputa\u00e7\u00e3o n\u00e3o t\u00eam um caminho de resolu\u00e7\u00e3o claro. Do ponto de vista do cliente, n\u00e3o existe plataforma, existe apenas a sua marca.\u00a0<a href=\"https:\/\/sinch.com\/pt\/connections\/chapter\/voce-esta-afastando-seus-clientes\/\" target=\"_blank\" rel=\"noopener noreferrer\">Essa atribui\u00e7\u00e3o \u00e9 permanente de uma forma que um pico na fila n\u00e3o \u00e9<\/a>.<\/p><\/div>\r\n\r\n                <\/div>\r\n            <\/div>\r\n\r\n            \r\n        <\/div>\r\n    <\/section>\r\n\r\n\n\n    <section data-content-type=\"hub\"  class=\"section section-hub-py hub-altblock bg-light-subtle\" data-theme=\"light\">\r\n        <div class=\"container\">\r\n            <div class=\"row align-items-center\">\r\n\r\n                                    <div class=\"col-md-6 col-lg-7 order-2 order-md-2 ps-md-7 ps-lg-10\">\r\n                        \n\r\n    \r\n        <div class=\"row hub-data longform-spacings\">\r\n\r\n                            <div class=\"col-6 col-lg-6 my-2\">\r\n                    <div class=\"hub-data-item h-100 p-4 p-md-5 rounded-lg bg-light\" data-theme=\"light\">\r\n                        <div class=\"h3 counter\">35%<\/div>\r\n                        <div class=\"content-body text-body-color\">\r\n                            <p class=\"mb-0\">das organiza\u00e7\u00f5es de varejo dizem que impulsionar a lealdade e a satisfa\u00e7\u00e3o do cliente \u00e9 seu principal objetivo com a AI. (Sinch, 2026) <\/p>                        <\/div>\r\n                                            <\/div>\r\n                <\/div>\r\n\r\n                            <div class=\"col-6 col-lg-6 my-2\">\r\n                    <div class=\"hub-data-item h-100 p-4 p-md-5 rounded-lg bg-light\" data-theme=\"light\">\r\n                        <div class=\"h3 counter\">69%<\/div>\r\n                        <div class=\"content-body text-body-color\">\r\n                            <p class=\"mb-0\">das organiza\u00e7\u00f5es de varejo reverteram um agente de AI de comunica\u00e7\u00e3o com o cliente devido a uma falha de governan\u00e7a. (Sinch, 2026)<\/p>                        <\/div>\r\n                                            <\/div>\r\n                <\/div>\r\n\r\n                            <div class=\"col-6 col-lg-6 my-2\">\r\n                    <div class=\"hub-data-item h-100 p-4 p-md-5 rounded-lg bg-light\" data-theme=\"light\">\r\n                        <div class=\"h3 counter\">29%<\/div>\r\n                        <div class=\"content-body text-body-color\">\r\n                            <p class=\"mb-0\">no varejo tiveram que reverter um agente de AI devido a um vazamento de dados. (Sinch, 2026)<\/p>                        <\/div>\r\n                                            <\/div>\r\n                <\/div>\r\n\r\n                            <div class=\"col-6 col-lg-6 my-2\">\r\n                    <div class=\"hub-data-item h-100 p-4 p-md-5 rounded-lg bg-light\" data-theme=\"light\">\r\n                        <div class=\"h3 counter\">22%<\/div>\r\n                        <div class=\"content-body text-body-color\">\r\n                            <p class=\"mb-0\">no varejo tiveram que reverter um agente de AI devido a alucina\u00e7\u00f5es. (Sinch, 2026) <\/p>                        <\/div>\r\n                                            <\/div>\r\n                <\/div>\r\n\r\n            \r\n        <\/div>\r\n\r\n\n\r\n                    <\/div>\r\n                \r\n                \r\n                <div class=\"col-md-6 col-lg-5 altblo-content order-1 order-md-1 pb-4 pb-lg-0\">\r\n\r\n\r\n                    <p class=\"text-uppercase section-caption\">DESTAQUE VERTICAL<\/p><h3 class=\"h4 mb-0\">Para o varejo, toda falha de AI \u00e9 uma falha da marca<\/h3><div class=\"content-body mb-0 mt-3 mt-lg-4\"><p>No varejo, 69% dos agentes de AI foram revertidos. A exposi\u00e7\u00e3o de dados e as alucina\u00e7\u00f5es t\u00eam causas diferentes, mas chegam ao mesmo lugar: um setor cujo argumento completo de investimento em AI se baseia em conhecer o cliente.  <\/p><p>A falha de PII \u2013 citada por 29% \u2013 \u00e9 uma falha de confian\u00e7a. O modelo de personaliza\u00e7\u00e3o do varejo funciona com base em um acordo com o cliente: compartilhe seus dados e obtenha uma experi\u00eancia melhor. Um vazamento quebra o contrato. E assim que um cliente decide que a troca n\u00e3o vale o risco, o investimento se torna irrelevante.  <\/p><p class=\"mb-0\">A falha por alucina\u00e7\u00e3o \u2013 relatada por 22% \u2013 \u00e9 mais sutil e potencialmente pior. Uma AI com profundo contexto sobre o cliente n\u00e3o diz apenas algo errado. Ela diz algo errado com a confian\u00e7a de um sistema que conhece bem o cliente. 35% dos l\u00edderes de varejo dizem que impulsionar a lealdade e a satisfa\u00e7\u00e3o \u00e9 seu principal objetivo com a AI. 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  \/\/         <\/script>\r\n\r\n\n\r\n                    <\/div>\r\n                \r\n                \r\n                <div class=\"col-md-6 col-lg-5 altblo-content order-1 order-md-2 pb-4 pb-lg-0\">\r\n\r\n\r\n                    <h3 class=\"h4 mb-0\">O custo de engenharia<\/h3><div class=\"content-body mb-0 mt-3 mt-lg-4\"><p>H\u00e1 um custo que n\u00e3o aparece no painel nem na reclama\u00e7\u00e3o do cliente. Quando um agente \u00e9 revertido, a equipe de engenharia volta com ele \u2013 diagnosticando, reconstruindo, testando novamente, reimplantando \u2013 enquanto o backlog de recursos se acumula.\u00a0<\/p><p>\u00a0E esse fardo de engenharia n\u00e3o come\u00e7a com uma revers\u00e3o. A pesquisa da Sinch (2026) mostra que <b>84% das equipes de engenharia de AI relatam passar pelo menos metade do tempo construindo barreiras de prote\u00e7\u00e3o e controles de seguran\u00e7a<\/b>, mesmo antes de ocorrer uma \u00fanica falha. 35% passam a maior parte do tempo nisso, em vez de no pr\u00f3ximo recurso.\u00a0<\/p><p>No entanto, nem todo esse trabalho \u00e9 para consertar a mesma coisa. Exposi\u00e7\u00e3o de PII, perda de contexto e lacunas nas trilhas de auditoria t\u00eam origem na camada de infraestrutura. S\u00e3o falhas que a plataforma deve detectar antes que cheguem ao agente. Alucina\u00e7\u00f5es e respostas fora da marca s\u00e3o uma categoria diferente, problemas de modelo e de prompt que nenhuma quantia de investimento em infraestrutura evitar\u00e1. O imposto sobre barreiras de prote\u00e7\u00e3o se acumula de qualquer maneira, mas o que voc\u00ea est\u00e1 pagando para consertar \u00e9 diferente. <\/p><p class=\"mb-0\"><small>Os dados da Sinch (2026) mostram que 84% das equipes de engenharia de comunica\u00e7\u00f5es de AI passam pelo menos metade de seu tempo construindo barreiras de prote\u00e7\u00e3o e controles de seguran\u00e7a.<\/small>\u00a0<\/p><\/div>\r\n\r\n                <\/div>\r\n            <\/div>\r\n\r\n            \r\n        <\/div>\r\n    <\/section>\r\n\r\n\n\n    <section data-content-type=\"hub\"  class=\"section section-hub-py hub-altblock bg-light-subtle\" data-theme=\"light\">\r\n        <div class=\"container\">\r\n            <div class=\"row align-items-center\">\r\n\r\n                \r\n                \r\n                <div class=\"col-md-9 altblo-content order-1 order-md-1 pb-4 pb-lg-0\">\r\n\r\n\r\n                    <p class=\"text-uppercase section-caption\">A VIS\u00c3O REGIONAL<\/p><h3 class=\"h4 mb-0\">Mesma falha, custos diferentes<\/h3><div class=\"content-body mb-0 mt-3 mt-lg-4\"><p>Nem todas as regi\u00f5es sentem o impacto das revers\u00f5es de agentes de AI da mesma forma. <\/p><p class=\"mb-0\">Quando um agente falha na APAC, onde um ter\u00e7o das empresas envia mais de 100 milh\u00f5es de mensagens por m\u00eas, a exposi\u00e7\u00e3o do suporte \u00e9 imediata e massiva. Na EMEA, o GDPR molda como as organiza\u00e7\u00f5es abordam a arquitetura de engenharia. O contexto regional muda o quadro de custos.\u00a0<\/p><\/div>\r\n\r\n                <\/div>\r\n            <\/div>\r\n\r\n                            <div class=\"mt-6 mt-md-7 mt-lg-9\">\r\n                    \n\r\n    \r\n        <div class=\"row cards gy-6 gy-md-7 gy-lg-9 gx-lg-5 \">\r\n            \r\n                <div class=\"col-12 col-md-4 col-lg-4\">\r\n                                        <div class=\"card h-100 bg-transparent d-flex flex-column card-no-paddings\">\r\n                                                    <div class=\"card-body d-flex flex-column gap-3 gap-md-4 \">\r\n                        <div>\r\n                                                            <div class=\"card-icon mb-4 text-accent\">\r\n                                    <svg aria-hidden=\"true\" width=\"48\" height=\"48\" data-url=\"https:\/\/sinch.com\/wp-content\/plugins\/sinch-core\/assets\/icons\/sinch\/earth-apac.svg\"><\/svg>\r\n                                <\/div>\r\n                            \r\n                                                        <h3 class=\"card-title text-accent mb-0 fw-bold h6\"\r\n                                                                >\r\n                                                            <\/h3>\r\n                                                            <div class=\"card-text fs-sm text-body-color mb-0 mt-2\"\r\n                                                                        >\r\n                                    45% das organiza\u00e7\u00f5es da <b>APAC<\/b> citam um <b>aumento repentino na carga de trabalho da equipe de suporte<\/b> como a principal consequ\u00eancia da falha do agente de AI \u2014 10 pontos acima da m\u00e9dia global.                                <\/div>\r\n                                                                                <\/div>\r\n                                                                    <\/div>\r\n                                <\/div>\r\n\r\n            \r\n                        <\/div>\r\n            \r\n                <div class=\"col-12 col-md-4 col-lg-4\">\r\n                                        <div class=\"card h-100 bg-transparent d-flex flex-column card-no-paddings\">\r\n                                                    <div class=\"card-body d-flex flex-column gap-3 gap-md-4 \">\r\n                        <div>\r\n                                                            <div class=\"card-icon mb-4 text-accent\">\r\n                                    <svg aria-hidden=\"true\" width=\"48\" height=\"48\" data-url=\"https:\/\/sinch.com\/wp-content\/plugins\/sinch-core\/assets\/icons\/sinch\/earth-americas.svg\"><\/svg>\r\n                                <\/div>\r\n                            \r\n                                                        <h3 class=\"card-title text-accent mb-0 fw-bold h6\"\r\n                                                                >\r\n                                                            <\/h3>\r\n                                                            <div class=\"card-text fs-sm text-body-color mb-0 mt-2\"\r\n                                                                        >\r\n                                    Na <b>Am\u00e9rica do Norte<\/b>, os entrevistados citam os <b>danos \u00e0 reputa\u00e7\u00e3o da marca<\/b> como o maior impacto da falha do agente de AI com 38%.                                <\/div>\r\n                                                                                <\/div>\r\n                                                                    <\/div>\r\n                                <\/div>\r\n\r\n            \r\n                        <\/div>\r\n            \r\n                <div class=\"col-12 col-md-4 col-lg-4\">\r\n                                        <div class=\"card h-100 bg-transparent d-flex flex-column card-no-paddings\">\r\n                                                    <div class=\"card-body d-flex flex-column gap-3 gap-md-4 \">\r\n                        <div>\r\n                                                            <div class=\"card-icon mb-4 text-accent\">\r\n                                    <svg aria-hidden=\"true\" width=\"48\" height=\"48\" data-url=\"https:\/\/sinch.com\/wp-content\/plugins\/sinch-core\/assets\/icons\/sinch\/earth-europe.svg\"><\/svg>\r\n                                <\/div>\r\n                            \r\n                                                        <h3 class=\"card-title text-accent mb-0 fw-bold h6\"\r\n                                                                >\r\n                                                            <\/h3>\r\n                                                            <div class=\"card-text fs-sm text-body-color mb-0 mt-2\"\r\n                                                                        >\r\n                                    Na <b>EMEA<\/b>, onde o GDPR torna a privacidade desde a concep\u00e7\u00e3o (privacy-by-design) uma obriga\u00e7\u00e3o de desenvolvimento, 78% das equipes de engenharia passam <b>pelo menos metade de seu tempo em controles de seguran\u00e7a<\/b> \u2013 o menor \u00edndice de qualquer regi\u00e3o, mas ainda assim a maior parte de sua capacidade.                                <\/div>\r\n                                                                                <\/div>\r\n                                                                    <\/div>\r\n                                <\/div>\r\n\r\n            \r\n                        <\/div>\r\n                    <\/div>\r\n\n\r\n                <\/div>\r\n            \r\n        <\/div>\r\n    <\/section>\r\n\r\n\n\n    <section data-content-type=\"hub\"  class=\"section section-hub-py hub-altblock bg-light-subtle\" data-theme=\"dark\">\r\n        <div class=\"container\">\r\n            <div class=\"row align-items-center\">\r\n\r\n                \r\n                                    <div class=\"col-md-6 col-lg-7 order-2 order-md-2 ps-md-7 ps-lg-10 text-center pb-4 pb-lg-0\">\r\n                        <img decoding=\"async\" width=\"648\" height=\"544\" src=\"https:\/\/sinch.com\/wp-content\/uploads\/2026\/05\/SI-Bento-AI-Dashboard-Monitoring.png\" class=\"img-fluid\" alt=\"Image for O que fazer com isso\" sizes=\"(-webkit-min-device-pixel-ratio: 2) and (min-width: 1200px) 648px, (min-resolution: 2dppx) and (min-width: 1200px) 648px, (min-width: 1200px) 1296px, (min-width: 768px) 50vw, 100vw\" srcset=\"https:\/\/sinch.com\/wp-content\/uploads\/2026\/05\/SI-Bento-AI-Dashboard-Monitoring.png 1296w, https:\/\/sinch.com\/wp-content\/uploads\/2026\/05\/SI-Bento-AI-Dashboard-Monitoring-300x252.png 300w, https:\/\/sinch.com\/wp-content\/uploads\/2026\/05\/SI-Bento-AI-Dashboard-Monitoring-1024x860.png 1024w, https:\/\/sinch.com\/wp-content\/uploads\/2026\/05\/SI-Bento-AI-Dashboard-Monitoring-768x645.png 768w\" \/>                    <\/div>\r\n                \r\n                <div class=\"col-md-6 col-lg-5 altblo-content order-1 order-md-1 pb-4 pb-lg-0\">\r\n\r\n\r\n                    <h3 class=\"h4 mb-0\">O que fazer com isso<\/h3><div class=\"content-body mb-0 mt-3 mt-lg-4\"><p><b>As falhas de governan\u00e7a de AI na comunica\u00e7\u00e3o com o cliente afetam tr\u00eas \u00e1reas simultaneamente<\/b>: o aumento nas filas de suporte, a percep\u00e7\u00e3o da marca e a equipe de engenharia. Mas nem todos esses custos t\u00eam a mesma solu\u00e7\u00e3o. Se seus engenheiros est\u00e3o gastando quase metade do tempo em barreiras de prote\u00e7\u00e3o \u2013 como a maioria das equipes neste relat\u00f3rio de pesquisa \u2013 pergunte que tipo de barreiras.<\/p><p class=\"mb-0\">As falhas de infraestrutura podem ser resolvidas na camada da plataforma, com mascaramento de PII, limite de taxa, trilhas de auditoria e aplica\u00e7\u00e3o de compliance integrados de forma nativa nela, n\u00e3o como entreg\u00e1veis de engenharia. E essa \u00e9 a capacidade de sprint que volta para o roteiro do produto. Mas as falhas do modelo precisam de uma solu\u00e7\u00e3o diferente. Trat\u00e1-los da mesma forma significa gastar com sintomas enquanto a causa se agrava.<\/p><\/div>\r\n\r\n                <\/div>\r\n            <\/div>\r\n\r\n            \r\n        <\/div>\r\n    <\/section>\r\n\r\n","protected":false},"featured_media":185094,"template":"","meta":{"_acf_changed":true},"class_list":["post-194236","ai-prod-chapter","type-ai-prod-chapter","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>O Impacto Real das Falhas de AI nas Comunica\u00e7\u00f5es com o Cliente - Sinch<\/title>\n<meta name=\"description\" content=\"Quando os agentes de AI falham, o impacto atinge o suporte, a marca e a engenharia. 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