Mantenha tudo organizado com as coleções
Salve e categorize o conteúdo com base nas suas preferências.
Visão geral do human-in-the-loop
O recurso "Human-in-the-loop" (HITL) permite a verificação e a correção humana para garantir a precisão dos dados extraídos pelos processadores da Document AI antes que eles sejam usados em aplicativos comerciais essenciais.
Ele fornece um fluxo de trabalho e uma plataforma para sua equipe ou uma equipe de parceiros
(humanos chamados de rotulistas no HITL) revisar, validar
e corrigir os dados extraídos dos documentos pelos processadores do Document AI.
Recursos
Filtros de limite de confiança para limitar o número de documentos que passam pelo HITL.
Gerenciamento do pool de rotuladores, incluindo atribuições de tarefas e análises de eficiência por tarefa e por rotulador.
Dicas e recursos da interface que reduzem o tempo de manuseio da etiquetadora por documento.
Análises e métricas por tarefa e por rotulador para simplificar as operações do HITL.
Vantagens
Redução de riscos: reduza os riscos financeiros de dados importantes estarem incorretos, por exemplo, valores de faturas, endereços de faturamento, valores de empréstimo etc.
Simplifique o processamento de exceções: lance facilmente um fluxo de trabalho de análise humana e processamento de exceções.
Eficiência da força de trabalho: gerencie, monitore e melhore a produtividade da força de trabalho que gerencia a revisão humana.
Controle de custos: controle os custos da revisão humana com filtros configuráveis.
Completude dos dados: verifique se os dados extraídos estão completos para os aplicativos de negócios downstream.
[[["Fácil de entender","easyToUnderstand","thumb-up"],["Meu problema foi resolvido","solvedMyProblem","thumb-up"],["Outro","otherUp","thumb-up"]],[["Difícil de entender","hardToUnderstand","thumb-down"],["Informações incorretas ou exemplo de código","incorrectInformationOrSampleCode","thumb-down"],["Não contém as informações/amostras de que eu preciso","missingTheInformationSamplesINeed","thumb-down"],["Problema na tradução","translationIssue","thumb-down"],["Outro","otherDown","thumb-down"]],["Última atualização 2025-08-18 UTC."],[[["\u003cp\u003eDocument AI Human-in-the-Loop (HITL) is being deprecated and will no longer be available on Google Cloud after January 16, 2025, with new customers not being allowlisted.\u003c/p\u003e\n"],["\u003cp\u003eHITL allows for human verification and corrections of data extracted by Document AI processors, ensuring accuracy for use in critical business applications.\u003c/p\u003e\n"],["\u003cp\u003eThe service includes features such as confidence threshold filters, labeler pool management, UI cues for efficient labeling, and analytics for streamlined operations.\u003c/p\u003e\n"],["\u003cp\u003eKey benefits of using HITL include risk mitigation, simplified exception handling, workforce efficiencies, cost control, and ensuring data completeness for downstream applications.\u003c/p\u003e\n"],["\u003cp\u003eGoogle Cloud recommends working with a Google Cloud certified partner, like Devoteam, Searce, or Quantiphi, to help implement human review and corrections.\u003c/p\u003e\n"]]],[],null,["# Human-in-the-Loop Overview\n==========================\n\n\n| **Caution** : Document AI Human-in-the-Loop is deprecated and will no longer be available on Google Cloud after January 16, 2025. New customers are not allowlisted. If you want to use (HITL) but don't see the option available, contact your Google Account team. \n|\n| To implement a human review and correction solution that meets your requirements, we recommend working with a Google Cloud certified partner like Devoteam, Searce, or Quantiphi. See [Deprecations](/document-ai/docs/deprecation) for details.\n\n\u003cbr /\u003e\n\n\n| **Note** : This product is subject to the [Data Processing and Security Terms](/terms/data-processing-terms).\n\n\u003cbr /\u003e\n\nHuman-in-the-Loop (HITL) enables human verification and corrections to ensure accuracy of data extracted by Document AI processors before it is used in critical business applications.\n\nIt provides a workflow and a platform for your own or a partner workforce\n(humans referred to as *labelers* in HITL) to review, validate,\nand correct the data extracted from documents by Document AI processors.\n\nFeatures\n--------\n\n- Confidence threshold filters to limit the number of documents going through HITL.\n- Labeler pool management, including task assignments and efficiency analytics by task and by labeler.\n- UI cues and features that reduce labeler handling time per document.\n- Analytics and metrics by task and by labeler, so you can streamline HITL operations.\n\nBenefits\n--------\n\n- **Risk mitigation** - mitigate financial risks of critical data being incorrect - for example, invoice amounts, billing addresses, loan amounts, etc.\n- **Simplify Exception Handling** - Easily roll out a human review and exception handling workflow.\n- **Workforce Efficiencies** - manage, monitor and improve productivity of workforce managing human review.\n- **Cost control** - control costs of human review with configurable filters.\n- **Data completeness** - ensure extracted data is complete for downstream business applications."]]
