{"id":516,"date":"2026-02-06T10:26:05","date_gmt":"2026-02-06T13:26:05","guid":{"rendered":"https:\/\/cemeai.icmc.usp.br\/embrapii\/?page_id=516"},"modified":"2026-02-06T16:46:44","modified_gmt":"2026-02-06T19:46:44","slug":"cometrix","status":"publish","type":"page","link":"https:\/\/cemeai.icmc.usp.br\/embrapii\/cometrix\/","title":{"rendered":"IA para Otimiza\u00e7\u00e3o de custos no com\u00e9rcio exterior"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"516\" class=\"elementor elementor-516\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1739527 e-con-full e-flex e-con e-parent\" data-id=\"1739527\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-f147d3c e-con-full e-flex e-con e-child\" data-id=\"f147d3c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5baad91 elementor-widget elementor-widget-heading\" data-id=\"5baad91\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">IA para Otimiza\u00e7\u00e3o de custos no com\u00e9rcio exterior\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-616f227 elementor-widget elementor-widget-heading\" data-id=\"616f227\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Empresa parceira: Cometrix<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-06c6a1a e-flex e-con-boxed e-con e-parent\" data-id=\"06c6a1a\" data-element_type=\"container\" data-e-type=\"container\" id=\"sobre\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e9ec0b6 animated-slow elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"e9ec0b6\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:100}\" 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\">Sobre o projeto<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bd90acf e-con-full e-flex e-con e-child\" data-id=\"bd90acf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-c1a2187 e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"c1a2187\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeInLeft&quot;,&quot;animation_delay&quot;:300}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dcef460 elementor-widget elementor-widget-image\" data-id=\"dcef460\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/cometrix.com.br\/\" target=\"_blank\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/cemeai.icmc.usp.br\/embrapii\/wp-content\/uploads\/2026\/02\/cometrix_logo.jpg\" class=\"attachment-full size-full wp-image-521\" alt=\"\" srcset=\"https:\/\/cemeai.icmc.usp.br\/embrapii\/wp-content\/uploads\/2026\/02\/cometrix_logo.jpg 200w, https:\/\/cemeai.icmc.usp.br\/embrapii\/wp-content\/uploads\/2026\/02\/cometrix_logo-150x150.jpg 150w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b34bdcf elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"b34bdcf\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:200}\" 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 style=\"text-align: left;\">O projeto tem como objetivo o desenvolvimento de um algoritmo de Intelig\u00eancia Artificial capaz de realizar a predi\u00e7\u00e3o din\u00e2mica de custos log\u00edsticos, considerando vari\u00e1veis como d\u00f3lar, modal de transporte, dados hist\u00f3ricos operacionais e impactos decorrentes de atrasos. A iniciativa estabelece a base cient\u00edfica e tecnol\u00f3gica necess\u00e1ria para estimar, com alta precis\u00e3o, o custo total de uma opera\u00e7\u00e3o log\u00edstica completa, da origem ao destino.<br \/>A tecnologia consiste no desenvolvimento de um motor de Intelig\u00eancia Artificial voltado \u00e0 predi\u00e7\u00e3o de custos log\u00edsticos de forma din\u00e2mica e contextualizada. O algoritmo utiliza dados hist\u00f3ricos operacionais e financeiros, varia\u00e7\u00e3o cambial, tipo de modal de transporte e impactos associados a atrasos para estimar o custo total das opera\u00e7\u00f5es.<br \/>A aplica\u00e7\u00e3o principal da solu\u00e7\u00e3o \u00e9 apoiar empresas usu\u00e1rias \u2014 como importadores, exportadores e operadores log\u00edsticos \u2014 no planejamento financeiro, avalia\u00e7\u00e3o de cen\u00e1rios alternativos e tomada de decis\u00f5es estrat\u00e9gicas voltadas \u00e0 redu\u00e7\u00e3o de despesas e mitiga\u00e7\u00e3o de riscos log\u00edsticos.<br \/>A inova\u00e7\u00e3o do projeto est\u00e1 na constru\u00e7\u00e3o de um modelo preditivo espec\u00edfico para custos log\u00edsticos, integrando m\u00faltiplas vari\u00e1veis que tradicionalmente s\u00e3o analisadas de forma isolada. A solu\u00e7\u00e3o unifica fatores cr\u00edticos, como varia\u00e7\u00e3o do d\u00f3lar, desempenho dos modais de transporte, tempo real de opera\u00e7\u00e3o, perdas associadas a atrasos e comportamento hist\u00f3rico das opera\u00e7\u00f5es.<br \/>O diferencial reside na capacidade de gerar estimativas personalizadas para cada opera\u00e7\u00e3o log\u00edstica, utilizando datasets reais das empresas usu\u00e1rias, permitindo decis\u00f5es mais eficientes, precisas e estrat\u00e9gicas.<br \/>A tecnologia desenvolvida \u00e9 in\u00e9dita no Brasil dentro do escopo de com\u00e9rcio exterior e log\u00edstica integrada. O projeto combina t\u00e9cnicas avan\u00e7adas de ci\u00eancia de dados, matem\u00e1tica aplicada e modelos de aprendizado de m\u00e1quina com o hist\u00f3rico operacional real das empresas. Como resultado, ser\u00e1 constru\u00eddo um modelo de predi\u00e7\u00e3o propriet\u00e1rio, com potencial de utiliza\u00e7\u00e3o comercial imediata como parte da plataforma Cometrix.<\/p><p style=\"text-align: left;\"><strong>O motor de Intelig\u00eancia Artificial desenvolvido permitir\u00e1 que empresas:<\/strong><\/p><ul><li style=\"text-align: left;\">Reduzam custos log\u00edsticos de forma estruturada e orientada por dados;<\/li><li style=\"text-align: left;\">Planejem com maior anteced\u00eancia os impactos da volatilidade cambial;<\/li><li style=\"text-align: left;\">Escolham o modal de transporte mais eficiente para cada opera\u00e7\u00e3o;<\/li><li style=\"text-align: left;\">Quantifiquem perdas financeiras associadas a atrasos;<\/li><li style=\"text-align: left;\">Aumentem a efici\u00eancia operacional e a competitividade.<\/li><\/ul><p>\u00a0<\/p><p style=\"text-align: left;\">A evolu\u00e7\u00e3o dessa tecnologia tem potencial para transformar a forma como organiza\u00e7\u00f5es de com\u00e9rcio exterior tomam decis\u00f5es, tornando a log\u00edstica internacional mais previs\u00edvel, estrat\u00e9gica e sustent\u00e1vel.<br \/>O projeto promove inova\u00e7\u00e3o em modelagem preditiva aplicada \u00e0 log\u00edstica, ampliando a efici\u00eancia do planejamento log\u00edstico e transformando a tomada de decis\u00e3o baseada em dados. Espera-se redu\u00e7\u00e3o de perdas associadas a atrasos operacionais e \u00e0 volatilidade cambial, contribuindo para maior estabilidade financeira das opera\u00e7\u00f5es.<\/p><p style=\"text-align: left;\"><strong>Os principais indicadores associados ao projeto incluem:<\/strong><\/p><ul><li style=\"text-align: left;\">Economia potencial por opera\u00e7\u00e3o log\u00edstica;<\/li><li style=\"text-align: left;\">Redu\u00e7\u00e3o da varia\u00e7\u00e3o inesperada de custos;<\/li><li style=\"text-align: left;\">Precis\u00e3o do modelo preditivo desenvolvido;<\/li><li style=\"text-align: left;\">Efici\u00eancia operacional da cadeia log\u00edstica.<\/li><\/ul><p>\u00a0<\/p><p style=\"text-align: left;\">A execu\u00e7\u00e3o do projeto envolve atividades de tratamento e modelagem avan\u00e7ada de dados log\u00edsticos, estudo e compara\u00e7\u00e3o de diferentes arquiteturas de Intelig\u00eancia Artificial, constru\u00e7\u00e3o de datasets e realiza\u00e7\u00e3o de an\u00e1lises explorat\u00f3rias. Tamb\u00e9m ser\u00e1 utilizada infraestrutura computacional adequada para testes, valida\u00e7\u00e3o e avalia\u00e7\u00e3o de desempenho dos modelos desenvolvidos.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-af15d05 e-con-full e-flex e-con e-parent\" data-id=\"af15d05\" data-element_type=\"container\" data-e-type=\"container\" id=\"projetos\">\n\t\t<div class=\"elementor-element elementor-element-3667558 e-flex e-con-boxed e-con e-child\" data-id=\"3667558\" data-element_type=\"container\" data-e-type=\"container\" id=\"contato\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f91db3a animated-slow elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"f91db3a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:100}\" 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\">Fale conosco<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-187351a elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"187351a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:200}\" 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>Quer saber mais sobre nossos projetos ou estabelecer uma parceria? Entre em contato com nossa equipe. Teremos prazer em conversar sobre como o Embrapii ICMC\/USP pode contribuir com as demandas de inova\u00e7\u00e3o da sua empresa.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-22951a2 e-con-full e-flex e-con e-child\" data-id=\"22951a2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-0d4756c e-con-full e-flex e-con e-child\" data-id=\"0d4756c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-960e5b8 elementor-widget elementor-widget-google_maps\" data-id=\"960e5b8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"google_maps.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-custom-embed\">\n\t\t\t<iframe loading=\"lazy\"\n\t\t\t\t\tsrc=\"https:\/\/maps.google.com\/maps?q=icmc%20usp&#038;t=m&#038;z=14&#038;output=embed&#038;iwloc=near\"\n\t\t\t\t\ttitle=\"icmc usp\"\n\t\t\t\t\taria-label=\"icmc usp\"\n\t\t\t><\/iframe>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-eebf9b1 e-con-full e-flex e-con e-child\" data-id=\"eebf9b1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8264ac7 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"8264ac7\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:200}\" 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><b>Envie-nos uma mensagem!<\/b><\/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-2e85c60 elementor-button-align-stretch elementor-widget elementor-widget-form\" data-id=\"2e85c60\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;step_next_label&quot;:&quot;Pr\\u00f3ximo&quot;,&quot;step_previous_label&quot;:&quot;Anterior&quot;,&quot;button_width&quot;:&quot;100&quot;,&quot;step_type&quot;:&quot;number_text&quot;,&quot;step_icon_shape&quot;:&quot;circle&quot;}\" data-widget_type=\"form.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<form class=\"elementor-form\" method=\"post\" name=\"Novo formul\u00e1rio\" aria-label=\"Novo formul\u00e1rio\">\n\t\t\t<input type=\"hidden\" name=\"post_id\" value=\"516\"\/>\n\t\t\t<input type=\"hidden\" name=\"form_id\" value=\"2e85c60\"\/>\n\t\t\t<input type=\"hidden\" name=\"referer_title\" value=\"IA para Otimiza\u00e7\u00e3o de custos no com\u00e9rcio exterior\" \/>\n\n\t\t\t\t\t\t\t<input type=\"hidden\" name=\"queried_id\" value=\"516\"\/>\n\t\t\t\n\t\t\t<div class=\"elementor-form-fields-wrapper elementor-labels-above\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-name elementor-col-100\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[name]\" id=\"form-field-name\" class=\"elementor-field elementor-size-sm  elementor-field-textual\" placeholder=\"Nome\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-email elementor-field-group elementor-column elementor-field-group-email elementor-col-100 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"email\" name=\"form_fields[email]\" id=\"form-field-email\" class=\"elementor-field elementor-size-sm  elementor-field-textual\" placeholder=\"E-mail\" required=\"required\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-textarea elementor-field-group elementor-column elementor-field-group-message elementor-col-100\">\n\t\t\t\t\t<textarea class=\"elementor-field-textual elementor-field  elementor-size-sm\" name=\"form_fields[message]\" id=\"form-field-message\" rows=\"4\" placeholder=\"Mensagem\"><\/textarea>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-group elementor-column elementor-field-type-submit elementor-col-100 e-form__buttons\">\n\t\t\t\t\t<button class=\"elementor-button elementor-size-sm\" type=\"submit\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Enviar<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/button>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/form>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>IA para Otimiza\u00e7\u00e3o de custos no com\u00e9rcio exterior Empresa parceira: Cometrix Sobre o projeto O projeto tem como objetivo o desenvolvimento de um algoritmo de Intelig\u00eancia Artificial capaz de realizar a predi\u00e7\u00e3o din\u00e2mica de custos log\u00edsticos, considerando vari\u00e1veis como d\u00f3lar, modal de transporte, dados hist\u00f3ricos operacionais e impactos decorrentes de atrasos. A iniciativa estabelece a [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-516","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/cemeai.icmc.usp.br\/embrapii\/wp-json\/wp\/v2\/pages\/516","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cemeai.icmc.usp.br\/embrapii\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cemeai.icmc.usp.br\/embrapii\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cemeai.icmc.usp.br\/embrapii\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cemeai.icmc.usp.br\/embrapii\/wp-json\/wp\/v2\/comments?post=516"}],"version-history":[{"count":19,"href":"https:\/\/cemeai.icmc.usp.br\/embrapii\/wp-json\/wp\/v2\/pages\/516\/revisions"}],"predecessor-version":[{"id":645,"href":"https:\/\/cemeai.icmc.usp.br\/embrapii\/wp-json\/wp\/v2\/pages\/516\/revisions\/645"}],"wp:attachment":[{"href":"https:\/\/cemeai.icmc.usp.br\/embrapii\/wp-json\/wp\/v2\/media?parent=516"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}