惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

The GitHub Blog
The GitHub Blog
Y
Y Combinator Blog
B
Blog RSS Feed
大猫的无限游戏
大猫的无限游戏
J
Java Code Geeks
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
博客园 - 【当耐特】
MongoDB | Blog
MongoDB | Blog
Hugging Face - Blog
Hugging Face - Blog
有赞技术团队
有赞技术团队
T
The Blog of Author Tim Ferriss
B
Blog
小众软件
小众软件
T
Tailwind CSS Blog
MyScale Blog
MyScale Blog
I
InfoQ
Engineering at Meta
Engineering at Meta
Blog — PlanetScale
Blog — PlanetScale
P
Proofpoint News Feed
H
Help Net Security
雷峰网
雷峰网
S
SegmentFault 最新的问题
V
Visual Studio Blog
爱范儿
爱范儿

SiliconANGLE

Will agentic AI governance run amok? The lesson of Asimov’s Three Laws - SiliconANGLE AI + quantum, Amazon vs. Starlink and the wide-open US-China internet battle - SiliconANGLE Team Cymru launches Total Insights Feed to replace legacy threat intelligence lists - SiliconANGLE AI Mode in Chrome adds split-screen view to enhance the web search experience - SiliconANGLE Resolve AI raises $40M at $1.5B valuation to optimize production environments - SiliconANGLE How Zscaler and OpenAI turn zero-trust security into an AI accelerator - SiliconANGLE OpenAI ratchets up Codex's agentic capabilities to rival Claude Code - SiliconANGLE Anthropic launches Claude Opus 4.7 with coding, visual reasoning improvements - SiliconANGLE Slash raises $100M at a $1.4B valuation to expand AI-powered banking platform for online businesses - SiliconANGLE Canva unveils Canva AI 2.0, recasting its platform as an agentic system for work - SiliconANGLE Data center, consumer device chips boost TSMC’s revenue - SiliconANGLE Mission-critical security cannot be bolted on, says Oracle - SiliconANGLE Agentic infrastructure reshapes enterprise AI - SiliconANGLE Data quality, and data freedom, foundational for AI success - SiliconANGLE Data trust is a bedrock in successful, scalable AI outcomes - SiliconANGLE Google introduces new agentic AI-ready tools and resources for Android developers  - SiliconANGLE Agentic AI orchestration separates winners from laggards - SiliconANGLE Data-driven tools turning the tide against human trafficking - SiliconANGLE Achieving trusted AI development goes beyond 'vibes' - SiliconANGLE Impinj boosts edge computing power in updated R700 RAIN RFID reader - SiliconANGLE Certinia powers professional services with AI - SiliconANGLE Antioch prepares to accelerate simulated testing for autonomous robots after raising $8.5M - SiliconANGLE Developer tooling startup Expo nabs $45M investment - SiliconANGLE Solidroad lands $25M to bring AI to customer support interactions - SiliconANGLE DuploCloud lands compliance and AI governance certifications as enterprise buyers tighten scrutiny - SiliconANGLE Lua lands $5.8M to help businesses build and manage AI agent workforces - SiliconANGLE Best of frenemies: Oracle's and AWS' clouds unite with dedicated, private connectivity - SiliconANGLE NIST shifts National Vulnerability Database to risk-based triage as CVE submissions hit record levels - SiliconANGLE Cisco goes to the races with new Churchill Downs multiyear partnership - SiliconANGLE Susecon 2026 will tackle the future of open-source platforms - SiliconANGLE
The AI foundation commercial insurers can't afford to ski...
Kelly Knight · 2026-04-28 · via SiliconANGLE

Commercial insurance has a data problem that underwriters can no longer afford to ignore

Building a robust AI foundation has become the decisive competitive advantage for insurers, yet most carriers are still wrestling with fragmented, siloed data spread across dozens of legacy systems and geographies.

Nowhere is that tension more acute than in commercial insurance, where the complexity of bespoke, multi-geography risk makes data consistency a matter of profitability, not just operational hygiene. For carriers operating at global scale, the inability to surface trustworthy data to underwriters is a direct threat to the quality of the decisions that drive revenue, according to Arunima Gautam (pictured, left), head of global financial services and insurance GTM and products at Quantiphi Inc.

“Submissions that come to the underwriters, from brokers, from relationships in the market, they’re extremely unstructured,” Gautam said. “You’re talking about emails coming in, PDFs coming in, your loss runs coming from the brokers. Every single loss run will have its own unique nature. That whole idea of complexity … comes the moment you receive a new submission from a broker.”

Gautam and Gaganpreet Randhawa (right), assistant vice president of enterprise architecture at CNA Insurance, a division of CNA Financial Corp., spoke with theCUBE’s Rebecca Knight at the Phi Moments @ Next event, during an exclusive broadcast on theCUBE, SiliconANGLE Media’s livestreaming studio. They discussed how building a unified enterprise AI foundation is transforming underwriting decision-making at one of the largest commercial property and casualty carriers in the U.S. (* Disclosure below.)

A versatile AI foundation starts with consistent, trusted data

The stakes for getting data right inside a global commercial carrier are high. CNA Insurance operates across 11 countries and insures businesses ranging from construction companies in Denmark to healthcare companies in Texas, creating an acute data-quality challenge that sits at the heart of every underwriting decision, Randhawa noted.

“It’s not that we don’t have data. We have data,” Randhawa said. “Our biggest challenge is how we make it consistent, trusted and available to our business customers so that they can make informed decisions. An underwriter sitting in Chicago or an underwriter sitting in Toronto, or London or Copenhagen, they may be looking at the same risk, and we want to make sure that … they have the right information in front of them so that they all consistently can make the same decision across the globe.”

Quantiphi approached the problem by mapping CNA’s entire international data landscape — identifying all systems, data hops and user bases — before designing a layered architecture that centralizes, structures and delivers data in a format real-time enough for AI consumption, Gautam explained. The results are tangible. Data that once required days or weeks to surface to business teams now arrives in minutes and hours, according to Randhawa.

“When underwriters start believing in the data, when the compliance folks start believing in the data, when you’re making decisions from a single source rather than trying to reconcile multiple reports, then you know that your journey is real,” Randhawa said. “That’s when you can start using AI and AI can accelerate your journey and not be a risk, because you already have well-curated information that you can trust.”

Here’s the complete video interview, part of SiliconANGLE’s and theCUBE’s coverage of the Phi Moments @ Next event:

(* Disclosure: TheCUBE is a paid media partner for the Phi Moments @ Next event. Neither Quantiphi nor other sponsors have editorial control over content on theCUBE or SiliconANGLE.)

Photo: SiliconANGLE

A message from John Furrier, co-founder of SiliconANGLE:

Support our mission to keep content open and free by engaging with theCUBE community. Join theCUBE’s Alumni Trust Network, where technology leaders connect, share intelligence and create opportunities.

  • 15M+ viewers of theCUBE videos, powering conversations across AI, cloud, cybersecurity and more
  • 11.4k+ theCUBE alumni — Connect with more than 11,400 tech and business leaders shaping the future through a unique trusted-based network.

About SiliconANGLE Media

SiliconANGLE Media is a recognized leader in digital media innovation, uniting breakthrough technology, strategic insights and real-time audience engagement. As the parent company of SiliconANGLE, theCUBE Network, theCUBE Research, CUBE365, theCUBE AI and theCUBE SuperStudios — with flagship locations in Silicon Valley and the New York Stock Exchange — SiliconANGLE Media operates at the intersection of media, technology and AI.

Founded by tech visionaries John Furrier and Dave Vellante, SiliconANGLE Media has built a dynamic ecosystem of industry-leading digital media brands that reach 15+ million elite tech professionals. Our new proprietary theCUBE AI Video Cloud is breaking ground in audience interaction, leveraging theCUBEai.com neural network to help technology companies make data-driven decisions and stay at the forefront of industry conversations.