arXiv:2606.11238q-fin.GNcs.AI2026-06

用AI自动化船舶贷款流程,提升复杂文件处理效率

Artificial Intelligence in Ship Finance: Applications, Opportunities, and a Case Study in AI-Augmented Loan Origination

  • 构建基于大模型的模块化系统,自动解析船舶贷款文档
  • 整合财务分析与海事数据,实现贷款申请全流程自动化
  • 适合航运金融从业者和金融科技公司参考落地

船舶金融是资产抵押贷款中数据密集、文件繁多的领域,需整合来自异构且多为非结构化来源的财务、技术、合同及监管信息。日益严格的环境法规与ESG报告要求进一步增加了贷前审查与贷款发起的复杂性。近年来,人工智能(AI)尤其是大语言模型(LLMs)的发展为处理与分析此类信息创造了新机遇。本文综述了AI在船舶金融中的潜在应用,重点聚焦基于LLM的文档理解、信息提取与工作流自动化。我们提出ShipFinance.ai,一种支持船舶贷款申请流程的模块化智能体架构,结合了基于LLM的信息抽取模块、财务分析组件、外部海事数据服务以及受控文档生成模块,并通过聊天机器人界面支持标准化融资申请的准备。论文讨论了此类模型在生产环境中应用的关键挑战。我们认为,AI辅助系统可帮助海事金融从业者应对日益复杂的资讯与报告要求。

原文摘要 · Abstract (English)

Ship finance is a data-intensive and document-heavy segment of asset-based lending, requiring the integration of financial, technical, contractual, and regulatory information from heterogeneous and largely unstructured sources. Increasing environmental regulation and ESG reporting requirements are adding further complexity to underwriting and loan-origination processes. Recent advances in artificial intelligence (AI), particularly large language models (LLMs), create new opportunities for processing and analysing such information. This paper reviews potential applications of AI in ship finance, with a particular focus on LLM-based systems for document comprehension, information extraction, and workflow automation. We present ShipFinance.ai, a modular agentic architecture to support loan application workflows in ship finance. The proposed system combines an LLM-based extraction module, financial analysis components, external maritime data services, and a controlled document-generation module with a chatbot interface to support the preparation of standardized financing applications. The paper discusses the key challenges for using such models in production. We argue that AI-assisted systems can support maritime finance professionals in managing increasingly complex information and reporting requirements.

AI金融船舶融资大模型应用

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