Databricks 10月02日 22:53
保险业AI合规:Databricks与Deloitte携手应对监管新规
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随着人工智能在保险业的普及,监管审查和行业标准也在快速演变。美国全国保险监督官协会(NAIC)正在评估一项具有里程碑意义的AI模型法案,旨在确保保险业的公平、透明和问责。在此背景下,Databricks和Deloitte强强联手,结合先进的数据平台技术与深厚的行业治理经验。他们的合作展示了保险公司如何不仅满足新要求,还能在AI生命周期的每个阶段释放价值,将信任和合规转化为竞争优势。双方强调了AI治理、数据质量、风险管理和透明度在构建负责任AI解决方案中的关键作用,并邀请行业共同探讨AI的未来。

🤝 **应对NAIC AI模型法案,构建信任与合规基础**:美国全国保险监督官协会(NAIC)提出的AI模型法案正深刻影响保险业。Databricks和Deloitte通过结合先进的数据平台技术和深厚的行业治理经验,帮助保险公司应对日益增长的监管需求。双方强调,将信任和合规转化为竞争优势是关键,这需要从AI生命周期的各个阶段入手,确保公平、透明和问责。

⚖️ **确保AI决策的公平与可解释性**:为了实现AI驱动决策的问责制和可解释性,Databricks和Deloitte共同构建了“最佳实践”的治理框架。这包括持续的监督、董事会级别的责任、独立的模型审计以及健全的供应商管理。Databricks的Unity Catalog集中了数据治理,支持安全访问并促进合规报告,而Mosaic AI Gateway则提供了实时监控、自动化偏见检测和审计日志等核心功能,确保所有AI结果的可验证性和可解释性。

🛡️ **主动管理AI风险,提升数据质量与安全**:面对AI带来的新风险,如系统性偏见和可解释性差距,传统的框架已不足以应对。Databricks和Deloitte合作,量身定制行业控制措施,提供面向未来的模型治理,并随着法规变化更新合规性。Databricks的审计日志、模型漂移监控和统一风险仪表板,为保险公司和监管机构提供了实时可见性和控制力。同时,Databricks Unity Catalog确保了高质量、安全且合规的数据的可访问性,并结合Deloitte的行业特定控制,构建了强大的数据和AI安全保障。

🚀 **释放AI价值,实现长期增长与声誉**:Databricks和Deloitte的合作不仅仅是满足合规要求,更是为了帮助保险公司释放AI的全部价值,实现长期增长和提升品牌声誉。通过共享实际经验和最佳实践,提供持续的培训和透明的合规功能,确保技术设计能够保持客户的竞争力并赢得信任。他们邀请行业参与讨论,共同塑造保险AI的未来,将治理视为推动增长和声誉的引擎。

As insurers accelerate adoption of artificial intelligence, regulatory scrutiny and industry standards are evolving just as quickly. The National Association of Insurance Commissioners (NAIC) is evaluating a landmark AI Model Law designed to ensure fairness, transparency, and accountability across the insurance sector. Against this backdrop, Databricks and Deloitte are working together—combining advanced data platform technology and deep sector governance experience. Their collaborative approach demonstrates how insurers can not only meet new requirements but also unlock value at every stage of the AI lifecycle, turning trust and compliance into a competitive advantage.

Executive Conversation: Databricks & Deloitte on the NAIC’s Proposed AI Model Law

Databricks:
NAIC’s proposed AI Model Law is shaking up the insurance industry, and our collaboration comes at the right moment. Sitting down with Deloitte, we asked, Why is this RFI attracting so much attention? As our clients prepare for new regulatory demands, Databricks has invested in purpose-built frameworks such as the Databricks AI Security Framework and AI Governance Framework. These help organizations formalize security and transparency controls across the AI lifecycle—mapped to leading global standards—making it easier to meet new expectations for responsible AI in insurance.

Deloitte:
It comes down to trust, transparency, and the stakes for policyholders. Insurers know they need to demonstrate fairness, security, and compliance in their AI initiatives. The NAIC’s focus on governance and data risk reflects what organizations like Databricks and Deloitte are already doing: embedding scalable controls, auditable processes, and strategic risk frameworks that not only comply but help deliver market advantage.

How We Help Ensure Fair & Transparent AI Decisions

Databricks:
Let’s zero in on fairness and explainability. How is “best-of-breed” governance actually built for insurers?

Deloitte:
Our joint approach helps ensure AI-driven decisions are accountable and explainable from the ground up. That means continuous oversight, board-level responsibility, and independent model audits—plus robust vendor management. We align these controls with Databricks Unity Catalog, which centralizes data governance, enables secure access, and facilitates compliance reporting industry-wide.

Databricks:
Systems like real-time monitoring, automated bias detection, and audit logging—core capabilities of Databricks Mosaic AI Gateway—keep every step transparent for regulators and policyholders. This isn’t just theory; it’s built directly into the platform, so insurers can validate and explain every outcome, every time. Live audit trails mean insurers can trust what’s behind every AI-driven decision.

How We Help Manage AI Risk for Insurers

Deloitte:
New risks—systemic bias, explainability gaps, risks amplified by industry-wide model adoption—aren’t handled by legacy frameworks. Our teams work together to tailor industry controls, provide future-ready model governance, and refresh compliance as regulations change. Databricks' audit logging, model drift monitoring, and unified risk dashboards give carriers and oversight bodies real-time visibility and control.

Databricks:
This collaboration means insurers are not caught off guard. Our platform’s always-on monitoring, rapid detection of drift or anomalies, and seamless integration of risk reporting allow carriers to pivot fast. We solve for regulatory pain points right at the AI data source—whether it’s updating compliance registers or responding to new risk vectors in the market.

How We Help Deliver Insurance-Grade Data Quality & Security

Databricks:
Data readiness is the linchpin for responsible AI, and Databricks Unity Catalog makes high-quality, secure, and compliant data accessible—across silos, cloud boundaries, and vendor partners. Real-time pipelines, data validation, and enterprise controls reduce risk and unlock new business opportunities.

Deloitte:
We build the oversight frameworks that extract full value from Databricks’ governance and security stack. Deloitte implements insurance-specific controls for access, encryption, and incident response, while enabling a proactive culture of data and AI literacy. Together, we make sure “good enough” and “safe enough” are real —and audit-ready.

Databricks:
Sharing real-world learnings and best practices is central to our mission. Our clients benefit from ongoing training, transparent compliance features, and technology designed to keep them not only competitive but trusted.

Deloitte:
That collaborative mindset sets leaders apart. We invite everyone at ITC Insuretech to join the discussion, bringing questions, challenges, and stories to help shape the future of insurance AI.

Meet us at ITC Insuretech to see how Databricks and Deloitte build trusted, future-ready AI solutions—where governance isn’t just checkbox compliance, but the engine of long-term growth and insurer reputation.

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AI 保险 监管 NAIC Databricks Deloitte AI治理 合规 人工智能 数据安全 风险管理 透明度 explainability fairness compliance insurance regulation AI governance data quality risk management transparency
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