{"id":34740,"date":"2026-08-31T00:00:00","date_gmt":"2026-08-31T00:00:00","guid":{"rendered":"https:\/\/angelboss.com.br\/2026\/08\/31\/336160-compras-publicas-de-r-1-trilhao-impulsionam-uso-de-ia\/"},"modified":"2026-08-31T00:00:00","modified_gmt":"2026-08-31T00:00:00","slug":"336160-compras-publicas-de-r-1-trilhao-impulsionam-uso-de-ia","status":"publish","type":"post","link":"https:\/\/angelboss.com.br\/en\/2026\/08\/31\/336160-compras-publicas-de-r-1-trilhao-impulsionam-uso-de-ia\/","title":{"rendered":"Compras p\u00fablicas de R$ 1 trilh\u00e3o impulsionam uso de IA"},"content":{"rendered":"<p>O mercado brasileiro de compras p\u00fablicas registrou R$ 1 trilh\u00e3o em valores homologados no Portal Nacional de Contrata\u00e7\u00f5es P\u00fablicas (PNCP) em 2025, com mais de 1 milh\u00e3o de compras realizadas. Segundo balan\u00e7o divulgado pelo Minist\u00e9rio da Gest\u00e3o e da Inova\u00e7\u00e3o em Servi\u00e7os P\u00fablicos (MGI), 481,7 mil compras envolveram micro e pequenas empresas, somando R$ 272,6 bilh\u00f5es, enquanto 62,22 mil compras com microempreendedores individuais movimentaram R$ 12,08 bilh\u00f5es. A dimens\u00e3o desse mercado tem ampliado a demanda por tecnologias capazes de organizar bases p\u00fablicas e apoiar an\u00e1lises sobre contratos, fornecedores, pre\u00e7os e padr\u00f5es de contrata\u00e7\u00e3o.<\/p>\n<p>O avan\u00e7o ocorre em paralelo ao crescimento das tecnologias de an\u00e1lise preditiva. A Grand View Research estima que o mercado mundial de predictive analytics passe de US$ 18,9 bilh\u00f5es em 2024 para US$ 82,3 bilh\u00f5es em 2030, com taxa m\u00e9dia anual de crescimento de 28,3% entre 2025 e 2030. O segmento utiliza dados hist\u00f3ricos, t\u00e9cnicas estat\u00edsticas e modelos computacionais para estimar resultados futuros, abordagem que vem sendo aplicada em \u00e1reas como finan\u00e7as, log\u00edstica, gest\u00e3o de risco e planejamento.<\/p>\n<p>Nesse contexto, a plataforma brasileira Olhary prepara uma fase de testes do Olhary Predictor, m\u00f3dulo voltado \u00e0 an\u00e1lise de sinais que antecedem a publica\u00e7\u00e3o de editais. A proposta \u00e9 relacionar informa\u00e7\u00f5es de planejamento e execu\u00e7\u00e3o p\u00fablica, como Planos de Contrata\u00e7\u00f5es Anuais (PCAs), documentos de formaliza\u00e7\u00e3o de demanda, estudos t\u00e9cnicos, dados or\u00e7ament\u00e1rios, atas, audi\u00eancias e hist\u00f3ricos de despesas, para identificar padr\u00f5es que possam indicar futuras demandas de contrata\u00e7\u00e3o.<\/p>\n<p>O m\u00f3dulo ser\u00e1 integrado \u00e0 estrutura j\u00e1 utilizada pela Olhary para pesquisa e investiga\u00e7\u00e3o de compras p\u00fablicas. De acordo com dados operacionais fornecidos pela empresa, a infraestrutura consolida aproximadamente 385 milh\u00f5es de informa\u00e7\u00f5es processadas, incluindo registros provenientes do PNCP, vetores, relacionamentos e dados enriquecidos. A empresa informa que os resultados preditivos dever\u00e3o apresentar as fontes e os sinais utilizados na an\u00e1lise, com indica\u00e7\u00e3o probabil\u00edstica, sem caracterizar garantia de que uma contrata\u00e7\u00e3o ser\u00e1 realizada.<\/p>\n<p>A ado\u00e7\u00e3o de ferramentas desse tipo tamb\u00e9m est\u00e1 relacionada \u00e0 expans\u00e3o das bases oficiais. O balan\u00e7o do MGI informa que o n\u00famero de sistemas integrados ao PNCP passou de 105 em 2023 para 199 em 2024 e 205 em 2025. Em documento sobre a Estrat\u00e9gia Nacional de Contrata\u00e7\u00f5es P\u00fablicas, o governo federal aponta ainda que as compras p\u00fablicas representaram 16% do PIB brasileiro em 2021, o que refor\u00e7a o peso econ\u00f4mico da atividade e a import\u00e2ncia da disponibilidade de dados para planejamento e transpar\u00eancia.<\/p>\n<p>&quot;A an\u00e1lise preditiva n\u00e3o substitui o edital nem a decis\u00e3o humana. O objetivo do Predictor \u00e9 organizar sinais p\u00fablicos anteriores \u00e0 contrata\u00e7\u00e3o e apresentar evid\u00eancias que possam ser acompanhadas ao longo do tempo&quot;, afirma Tiago Mascarenhas, fundador da Olhary. A fase inicial de testes ser\u00e1 usada para avaliar a qualidade dos sinais, a explicabilidade das pontua\u00e7\u00f5es e o comportamento dos modelos em diferentes segmentos, regi\u00f5es, \u00f3rg\u00e3os e categorias de compra.<\/p>\n<p>A Olhary \u00e9 uma plataforma brasileira de intelig\u00eancia aplicada a compras p\u00fablicas. A tecnologia relaciona dados oficiais para apoiar pesquisas sobre oportunidades, \u00f3rg\u00e3os compradores, fornecedores, contratos, atas, pre\u00e7os e hist\u00f3ricos de contrata\u00e7\u00e3o. O Olhary Predictor est\u00e1 previsto para entrar em testes controlados como uma camada integrada \u00e0 plataforma.<\/p>\n<p><strong>Contato para imprensa: <\/strong>Olhary | info@olhary.ai | <a rel=\"follow\" href=\"https:\/\/olhary.ai\">olhary.ai<\/a><\/p>\n<p><img src='https:\/\/api.dino.com.br\/v2\/news\/tr\/336160?partnerId=4593' alt=\"\" style=\"border:0px;width:1px;height:1px;\" \/><\/p>","protected":false},"excerpt":{"rendered":"<p>Em 2025, o Portal Nacional de Contrata\u00e7\u00f5es P\u00fablicas registrou mais de 1 milh\u00e3o de compras, totalizando R$ 1 trilh\u00e3o em valores homologados. Dados do Minist\u00e9rio da Gest\u00e3o e da Inova\u00e7\u00e3o em Servi\u00e7os P\u00fablicos apontam forte participa\u00e7\u00e3o de micro e pequenas empresas. O volume impulsiona a ado\u00e7\u00e3o de ferramentas de an\u00e1lise preditiva, como o Olhary Predictor, que busca identificar sinais de futuras contrata\u00e7\u00f5es a partir de documentos oficiais.<\/p>","protected":false},"author":3,"featured_media":34741,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","_seopress_robots_follow":"","_seopress_robots_imageindex":"","_seopress_robots_snippet":"","_seopress_robots_primary_cat":"","_seopress_robots_breadcrumbs":"","_seopress_robots_freeze_modified_date":"","_seopress_robots_custom_modified_date":"","_seopress_robots_canonical":"","_seopress_social_fb_title":"","_seopress_social_fb_desc":"","_seopress_social_fb_img":"","_seopress_social_fb_img_attachment_id":0,"_seopress_social_fb_img_width":0,"_seopress_social_fb_img_height":0,"_seopress_social_twitter_title":"","_seopress_social_twitter_desc":"","_seopress_social_twitter_img":"","_seopress_social_twitter_img_attachment_id":0,"_seopress_social_twitter_img_width":0,"_seopress_social_twitter_img_height":0,"_seopress_redirections_value":"","_seopress_redirections_enabled":"","_seopress_redirections_enabled_regex":"","_seopress_redirections_logged_status":"","_seopress_redirections_param":"","_seopress_redirections_type":0,"_seopress_analysis_target_kw":"","page_builder":"","footnotes":""},"categories":[315],"tags":[341,324,369,340,323],"class_list":["post-34740","post","type-post","status-publish","format-standard","has-post-thumbnail","category-noticias-corporativas-dino","tag-economia","tag-negocios","tag-politicas","tag-startups","tag-tecnologia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Compras p\u00fablicas de R$ 1 trilh\u00e3o impulsionam uso de IA - Portal Masculino de Moda, Beleza, Luxo and Business - Angel Boss<\/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:\/\/angelboss.com.br\/en\/2026\/08\/31\/336160-compras-publicas-de-r-1-trilhao-impulsionam-uso-de-ia\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Compras p\u00fablicas de R$ 1 trilh\u00e3o impulsionam uso de IA - Portal Masculino de Moda, Beleza, Luxo and Business - Angel Boss\" \/>\n<meta property=\"og:description\" content=\"Em 2025, o Portal Nacional de Contrata\u00e7\u00f5es P\u00fablicas registrou mais de 1 milh\u00e3o de compras, totalizando R$ 1 trilh\u00e3o em valores homologados. 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