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Sahara",{"id":1312,"name":1425,"phoneCode":1426},"Wallis and Futuna Islands",681,{"id":1428,"name":1429,"phoneCode":1430},178,"Yemen",967,{"id":1343,"name":1432,"phoneCode":8},"Yugoslavia",{"id":1434,"name":1435,"phoneCode":1436},180,"Zambia",260,{"id":1438,"name":1439,"phoneCode":1440},181,"Zimbabwe",263,{"id":1288,"name":1442,"phoneCode":8},"Zona del Canal de Panamá",{"id":239,"name":1444,"phoneCode":1445},"Беларусь",375,{"id":1447,"status":1448,"segmentId":25,"slug":1449,"title":1450,"editorsPick":1451,"topImage":1452,"coverImage":1453,"slideImage":8,"publishDate":1454,"readTime":297,"maxRelatedEvents":5,"image":8,"imageCredit":1455,"imageCreditColor":79,"breakNewsUntil":8,"seoTagConversionId":8,"seoTag":8,"seoTitle":8,"seoKeywords":8,"seoDescription":8,"seoAbstract":8,"seoImage":8,"visitCounter":5,"createdAt":1456,"updatedAt":1457,"translations":1458,"segment":1471,"categories":1479,"countries":1488,"authors":1491,"urls":1496},4750,"TRUE","ia-no-canteiro-o-que-e-realidade-e-o-que-e-ilusao-no-mercado-imobiliario","IA no canteiro: o que é realidade e o que é ilusão no mercado imobiliário",false,"https:\u002F\u002Fcdn.griinstitute.org\u002Fuploads\u002Fhubnews\u002FSlider_artigo_IA_canteiros_2026_9_29_17_13_20_1790712800.webp","https:\u002F\u002Fcdn.griinstitute.org\u002Fuploads\u002Fhubnews\u002FCover_artigo_IA_canteiros_2026_9_29_17_13_20_1790712800.webp","2026-09-29T00:00:00.000Z","GRI Institute","2026-09-29T17:13:20.000Z","2026-09-29T17:21:50.000Z",[1459],{"id":1460,"newsId":1447,"languageId":25,"title":1450,"subtitle":1461,"content":1462,"summary":79,"takeaways":1463,"seoTagConversionId":8,"seoTag":8,"seoTitle":1464,"seoKeywords":1465,"seoDescription":1466,"seoAbstract":8,"seoImage":1467,"createdAt":1468,"updatedAt":1469,"language":1470},5522,"Canteiros completamente autônomos, sem presença humana, não refletem a realidade da engenharia atual, mas há avanços expressivos em \"ilhas de automação\"","A construção civil vive uma transição sem volta. Se há décadas já se fala em digitalização e automação do mercado imobiliário, o crescimento das aplicações de inteligência artificial levou alçou as aplicações a um novo patamar. Pressionado por escassez crônica de mão de obra qualificada, aumento nos custos dos insumos e demanda dos investidores por previsibilidade físico-financeira, o setor passou - finalmente - a adotar com mais frequência e interesse diferentes tecnologias nos canteiros de obras.\u003Cbr \u002F>\r\n\u003Cbr \u002F>\r\nNo cenário atual, a digitalização deixa de ser um projeto de inovação periférico e torna-se ferramenta indispensável para proteger a margem operacional das incorporadoras. Ainda assim, o principal obstáculo não é de ordem tecnológica ou financeira, e sim de governança. \u003Cbr \u002F>\r\n\u003Cbr \u002F>\r\nUm relatório publicado pela Sienge em parceria com a Grua Insights indica que mais de 70% dos engenheiros e gestores de obras já usam soluções de IA por conta própria, mas apenas 28,9% dessas aplicações vêm de diretrizes formais das empresas. Quando a alta gestão lidera a estratégia de inovação, a intenção de investimento formal em IA salta para mais de 64%, segundo a publicação. \u003Cbr \u002F>\r\n\u003Cbr \u002F>\r\n\u003Ca href=\"https:\u002F\u002Fwww.griinstitute.org\u002Frealestate\u002Fevent\u002Fbrazil-gri-2026_5220\" target=\"_blank\">\u003Cstrong>O Brazil GRI 2026 terá uma trilha de inovação e tecnologia. Confira a agenda. \u003C\u002Fstrong>\u003C\u002Fa>\r\n\u003Ch2>As aplicações mais comuns no canteiro de obras\u003C\u002Fh2>\r\nDentre os usos mais comuns de tecnologia e IA na construção de projetos imobiliários, estão as câmeras 360° e drones que capturam imagens do canteiro para serem comparadas automaticamente ao projeto em BIM (4D ou 5D), permitindo identificar erros de execução e divergências de medidas antes da concretagem. \u003Cbr \u002F>\r\n\u003Cbr \u002F>\r\nModelos preditivos também são comuns atualmente; neles, algoritmos analisam o histórico da obra, o clima e a entrega de materiais para recalcular o cronograma (Curva S) e prever atrasos com semanas de antecedência. Historicamente, a comparação entre a Curva S Planejada (a meta teórica) e a Curva S Realizada (o que foi feito no canteiro) dependia de apontamentos manuais, vistorias presenciais e planilhas eletrônicas, gerando uma defasagem de dias ou até semanas entre o fato e a percepção.\u003Cbr \u002F>\r\n\u003Cbr \u002F>\r\nNos modelos preditivos, quando a ferramenta detecta que a Curva S Realizada está inclinando para baixo da curva planejada, ela recalcula os cenários futuros e emite alertas antes que o desvio impacte a data de entrega final da obra, o que também impacta os desembolsos financeiros e reduz a rentabilidade do projeto.\u003Cbr \u002F>\r\n\u003Cbr \u002F>\r\nNo âmbito da segurança do trabalho, câmeras de monitoramento identificam automaticamente a ausência de EPIs ou o acesso a áreas de risco, emitindo alertas em tempo real para os chefes de obra. \u003Cbr \u002F>\r\n\u003Cbr \u002F>\r\nAs aplicações beneficiam projetos nas mais variadas classes de ativos, desde o mapeamento automático de alvenaria e acabamentos por andar em prédios residenciais até a checagem milimétrica de tubulações de gases medicinais, sistemas de ventilação, aquecedores e ar-condicionado em hospitais.\r\n\u003Ch2>Obra 100% autônoma é mito\u003C\u002Fh2>\r\nDiferente das fábricas de automóveis, o canteiro de obras é um ambiente aberto, dinâmico e sujeito a mudanças climáticas e imprevistos de solo. A ideia de um canteiro completamente autônomo, sem presença humana, não é a realidade atual - nem no Brasil, nem em qualquer outro lugar do mundo.\u003Cbr \u002F>\r\n\u003Cbr \u002F>\r\nNa prática, a automação funciona através de ilhas de automação, isto é, robôs especializados executando tarefas repetitivas sob a supervisão de engenheiros e operários. \u003Cbr \u002F>\r\n\u003Cbr \u002F>\r\nAlguns exemplos de sucesso incluem equipamentos autônomos - como os das norte-americanas Dusty Robotics e HP SitePrint - que navegam pelas lajes e imprimem a planta baixa no piso com precisão milimétrica, eliminando semanas de marcação manual com trenas e linhas de giz. \u003Cbr \u002F>\r\n\u003Cbr \u002F>\r\nNa parte de acabamentos, robôs desenvolvidos por startups como Canvas e Okibo aplicam massa e lixam gesso em grandes prédios, reduzindo em até 60% o tempo de finalização das paredes - além de proteger a saúde dos operários.\u003Cbr \u002F>\r\n\u003Cbr \u002F>\r\nEm galpões industriais e logísticos, máquinas guiadas a laser nivelam e adensam até 450 metros quadrados de concreto por hora, garantindo a planicidade exata exigida por empilhadeiras de alta precisão.\u003Cbr \u002F>\r\n\u003Cbr \u002F>\r\nAté mesmo as fundações dos empreendimentos já são realizadas remotamente por retroescavadeiras e cravadoras de estacas operadas via GPS de alta precisão.\r\n\u003Ch2>O cenário brasileiro e lições do mercado internacional\u003C\u002Fh2>\r\nO Brasil conta com mais de 260 construtechs ativas, das quais 29 são focadas em inteligência artificial, segundo o relatório Startup Landscape: Construtechs 2025, publicado pela aceleradora e rede de inovação Liga Ventures. A primeira geração de startups focou em gestão administrativa; já a safra atual atua diretamente dentro do canteiro. \u003Cbr \u002F>\r\n\u003Cbr \u002F>\r\nEsse avanço é impulsionado também pelo mercado financeiro: bancos e emissores de CRIs passaram a exigir dados reais de progresso físico para liberar o capital financiado. \u003Cbr \u002F>\r\n\u003Cbr \u002F>\r\nAlgumas soluções de startups brasileiras utilizadas pelo mercado imobiliário incluem a captação e o processamento de imagens 360°, fotos de drones e escaneamentos a laser para comparar a obra com o projeto BIM, mapeando automaticamente o avanço físico por pavimento, oferecido pela \u003Cspan class=\"company-profile-link\" data-id=\"25344\">Construct In\u003C\u002Fspan>; monitoramento da produtividade e do consumo real de materiais, por meio da Syncker; substituição de plantas em papel por QR Codes nas obras, solução da ConstruCode; e cruzamento da evolução do canteiro com projeções financeiras para liberação de crédito, especialidade da Makasí. \u003Cbr \u002F>\r\n\u003Cbr \u002F>\r\nApesar da inteligência das soluções, a conectividade instável (4G\u002F5G) nos canteiros ainda dificulta o envio de dados pesados para a nuvem. \u003Cbr \u002F>\r\n\u003Cbr \u002F>\r\nA cultura analógica de mestres de obras e encarregados com longa experiência na construção civil também é um obstáculo importante, exigindo treinamento contínuo para adoção de sistemas e dispositivos digitais.\u003Cbr \u002F>\r\n\u003Cbr \u002F>\r\nEm países com mão de obra cara e escassa (como EUA, Reino Unido e Israel), a IA evoluiu para gerenciar processos de forma preditiva. Três lições se destacam para o Brasil:\u003Cbr \u002F>\r\n\u003Cbr \u002F>\r\n1. Eliminação de disputas contratuais entre incorporadoras e empreiteiras na hora de aprovar medições: engenheiros usam câmeras 360° nos capacetes enquanto caminham pelo canteiro; a IA cruza o vídeo com o modelo BIM e identifica o avanço exato de tubulações, fiação e alvenaria.\u003Cbr \u002F>\r\n\u003Cbr \u002F>\r\n2. Ajuste do cronograma físico-financeiro: em vez de cronogramas estáticos em planilhas, a IA analisa milhões de combinações - mão de obra, entrega de materiais, clima e uso de guindastes - para encontrar o ritmo de obra mais lucrativo. Se um fornecedor atrasa, a IA recalcula a melhor rota em minutos.\u003Cbr \u002F>\r\n\u003Cbr \u002F>\r\n3. Reduz no ciclo de cada laje, economizando no aluguel de formas e escoramentos: sensores sem fio inseridos no concreto medem a temperatura e a secagem interna. A IA avisa o momento exato em que a estrutura atingiu a resistência necessária para a desforma, tornando mais eficiente o controle de custos. \r\n\u003Ch2>Quem sairá vencedor da revolução digital?\u003C\u002Fh2>\r\nO mercado imobiliário global já mostrou que empresas puramente de tecnologia - como a norte-americana Katerra, que captou bilhões de dólares e faliu - não vão substituir as incorporadoras tradicionais. A tecnologia de software não resolve desafios essenciais do setor, tais como originação de terrenos, aprovações e licenciamentos junto a órgãos públicos e obtenção de financiamentos junto a bancos, investidores privados e fundos imobiliários. \u003Cbr \u002F>\r\n\u003Cbr \u002F>\r\nPor outro lado, construtoras puramente analógicas tendem a perder margem operacional continuamente. Assim, a maior tendência é que o próximo ciclo pertencerá às incorporadoras híbridas, as quais mantêm o domínio sobre a compra de terrenos, o licenciamento e o balanço financeiro, mas operam internamente com ecossistemas digitais integrados. \u003Cbr \u002F>\r\n\u003Cbr \u002F>\r\nEm outras palavras, a IA não substitui o papel do incorporador no desenvolvimento imobiliário, mas atua como a principal ferramenta de proteção de margem, controle de custos e disciplina de engenharia. ","\u003Cul>\r\n\t\u003Cli>Com o boom da inteligência artificial e a multiplicação de soluções disponíveis, a digitalização dos canteiros de obras deixa de ser diferencial para se tornar ferramenta essencial na competitividade e preservação de margens das incorporadoras. \u003C\u002Fli>\r\n\t\u003Cli>As aplicações variam de monitoramento e integração do canteiro ao projeto em BIM até modelos preditivos que auxiliam na tomada de decisão rápida, além de agilizar repasses financeiros. \u003C\u002Fli>\r\n\t\u003Cli>O mito de um canteiro de obras 100% autônomo perdeu força com a derrocada de empresas puramente tecnológicas voltadas ao setor. Em lugar disso, a tendência é que as principais vencedoras da revolução de IA sejam incorporadas tradicionais que consigam inserir tecnologias em seus canteiros de obras. \u003C\u002Fli>\r\n\u003C\u002Ful>\r\n","IA no canteiro: o que é realidade e o que é ilusão","tecnologia, inovação, inteligência artificial, canteiros de obras","Canteiros de obras completamente autônomos, sem presença humana, não refletem a realidade da engenharia atual, mas há avanços expressivos em \"ilhas de automação\" com impactos positivos na rentabilidade de projetos imobiliários\r\n","https:\u002F\u002Fcdn.griinstitute.org\u002Fuploads\u002Fhubnews\u002FHub_Social_artigo_IA_canteiros_2026_9_29_17_20_41_1790713241.jpg","2026-09-29T17:13:37.000Z","2026-09-29T17:20:41.000Z",{"code":18},{"id":25,"color":27,"translations":1472},[1473,1475,1477],{"title":26,"slug":30,"language":1474},{"code":13},{"title":37,"slug":38,"language":1476},{"code":18},{"title":33,"slug":34,"language":1478},{"code":23},[1480],{"id":475,"label":476,"translations":1481},[1482,1484,1486],{"label":476,"slug":487,"language":1483},{"code":13},{"label":490,"slug":491,"language":1485},{"code":18},{"label":494,"slug":495,"language":1487},{"code":23},[1489],{"name":682,"enName":682,"ptName":682,"iso2":1490},"BR",[1492],{"name":1493,"slug":1494,"image":1495,"order":632},"Henrique Cisman","henrique-cisman","https:\u002F\u002Fcdn.griinstitute.org\u002Fuploads\u002Fhubnews_author\u002FHenrique_Marcal_Cisman_GRI_Institute_Profile_PIC_2025_11_04_11_31_12_1762266672.jpg",{"pt-BR":1497},"\u002Fmercado-imobiliario\u002Fia-no-canteiro-o-que-e-realidade-e-o-que-e-ilusao-no-mercado-imobiliario",[1499,1500,1501,1502,1503,1504],"Infra Brazil","Infra Latam","Real Estate Brazil","Real Estate Europe","Real Estate India","Real Estate Latam"]