AI readiness in insurance: Why data readiness matters. By Su-Ting Fu, SVP, Data Strategy, ReSource Pro. Artificial intelligence is dominating boardroom conversations across the insurance industry. Organizations are exploring new use cases, evaluating emerging technologies, and looking for ways to improve efficiency, decision-making, and customer experiences. Yet amid the excitement surrounding AI, many organizations overlook a foundational question: "Is your data ready?" At ReSource Pro Insurance Summit 2026 in April, Su-Ting Fu, SVP of Data Strategy at ReSource Pro, challenged attendees to think differently about AI adoption. Rather than starting with technology, organizations should begin by focusing on the quality, accessibility, governance, and purpose of their data. Because while AI may be the engine, data is the fuel. And without the right foundation, even the most sophisticated AI initiatives struggle to deliver meaningful results. Data is more than an AI requirement. Many organizations view data readiness through the lens of AI implementation. But according to Fu, data strategy delivers value long before AI enters the equation. A clearly defined, accessible, secure, and well-governed data strategy enables organizations to make better decisions, identify operational improvements, and measure performance more effectively. It creates an evidence-based framework for understanding what is happening within the business and where opportunities exist. In other words, data isn't important because of AI. AI is important because of data. Organizations succeeded with data long before AI emerged, and they will continue to rely on it regardless of future technologies. AI's potential is entirely dependent on the quality, accessibility, and governance of the data that powers it. Organizations that establish strong data foundations often begin realizing benefits before deploying any AI solutions at all. Once AI is introduced, that foundation allows them to maximize the value of their investment and accelerate results. Start with the focus on the desired outcome, not the technology. One of the biggest challenges organizations face when discussing AI is the tendency to think too broadly. The conversation quickly shifts to enterprise-wide transformation, massive technology investments, and complex implementation roadmaps. The result can be overwhelming, leading many organizations to delay action altogether. Fu offered a different perspective. Instead of asking, "How do we become an AI-powered organization?" leaders should begin with a simpler question: What are we trying to achieve? Whether the goal is improving operational efficiency, reducing processing times, enhancing customer experiences, or gaining better business insights, defining the desired outcome creates focus. Once the outcome is clear, organizations can identify the specific data required to support that objective. They can determine what information needs to be collected, how it should be organized, and what systems are necessary to make it accessible. By starting with the outcome, the path forward becomes far more manageable. Start small to scale successfully. AI readiness doesn't require solving every data challenge at once. In fact, trying to do too much too quickly is often what causes initiatives to stall. Fu encouraged organizations to think about data strategy as a journey rather than a destination. Instead of attempting to transform the entire enterprise, focus on a single business challenge or operational process. Identify a problem worth solving. Determine what data supports that process. Create a structure that allows that data to be collected, governed, and measured. Then build from there. This approach creates momentum while delivering tangible business value along the way. It also allows organizations to learn, refine their processes, and establish best practices before expanding to larger initiatives. The key is ensuring that whatever foundation is built today can scale tomorrow. Governance creates confidence. As organizations collect and manage increasing amounts of information, governance becomes essential. Data governance isn't simply about compliance or security. It is about ensuring that data remains accurate, reliable, and useful across the organization. Leaders need confidence that the information they are using to make decisions is trustworthy. AI models need confidence that the data informing recommendations is accurate. Employees need confidence that they can access the right information at the right time. Strong governance provides that confidence. It establishes accountability, creates consistency, and ensures that data remains aligned with business objectives as organizations grow and evolve. Without governance, data becomes fragmented. With governance, data becomes a strategic asset. The three ingredients of AI success. During his Summit presentation, Fu outlined a simple framework for organizations pursuing AI adoption: * AI needs data. * Data needs governance. * People make decisions. These three elements work together to create sustainable value. Data provides information. AI helps identify patterns, generate insights, and accelerate analysis. People apply context, judgment, and expertise to determine the best course of action. Successful organizations understand that AI is not replacing human decision-making. Instead, it is enhancing the ability of people to make better, faster, and more informed decisions. Is your data ready for the AI spotlight? The insurance industry is entering a period of significant transformation. AI will undoubtedly play a major role in shaping how organizations operate, serve customers, and compete in the years ahead. But technology alone will not determine success. Organizations that invest in strong data foundations today will be better positioned to capitalize on the opportunities AI creates tomorrow. The path to AI readiness begins with a simple question: What outcome are you trying to achieve? Answer that question, build the data foundation to support it, and AI becomes far more than a technology initiative - it becomes a business advantage. Ready to build a stronger foundation for AI? Learn how ReSource Pro helps organizations develop scalable data strategies, improve operational visibility, and prepare for the future of AI-enabled insurance. Su-Ting leads ReSource Pro's enterprise-wide data strategy, advancing governance, analytics, and AI-enabled capabilities across technology, operations, and business teams. He brings 27+ years at Morgan Stanley, most recently as Executive Director in Firm Risk Management overseeing $100B+ in exposure. His expertise in data strategy, governance, and large-scale transformation helps insurance organizations turn complex data into competitive advantage. About ReSource Pro. ReSource Pro brings integrated operational solutions to insurance organizations to improve growth, profitability and insurance outcomes. Headquartered in New York, ReSource Pro's global service centers address client operational needs around the clock. Recognized as an industry thought leader and listed as one of Inc. 5000 Fastest Growing Private Companies annually since 2009, the company is renowned for its focus on innovation, service excellence and trusted partnerships, and its unique productivity platform for insurance operations. More than 5,000 ReSource Pro employees provide dedicated support to hundreds of insurance organizations, consistently achieving a +97% client retention rate over a decade. For more information, visit www.resourcepro.com.

Vantage Insurance Partners appoints Patrick Armstrong to Board of Directors. The Associated Press Aug 19, 2026, 8:37 AM K. Patrick Armstrong Joins Vantage Insurance Partners Board of Directors NEW YORK-(BUSINESS WIRE)-Aug 19, 2026- Vantage Insurance Partners announced the appointment of Patrick Armstrong, former Chief Revenue Officer of ReSource Pro, to its Board of Directors. Armstrong brings more than 36 years of insurance industry experience spanning agency leadership, operations, go-to-market strategy, revenue growth, and technology-enabled services. K. Patrick Armstrong Joins Vantage Insurance Partners Board of Directors Armstrong's extensive experience working across the insurance ecosystem will provide valuable strategic perspective as Vantage continues to expand its platform, strengthen its partner agency network, and accelerate organic and strategic growth. "Patrick brings a wealth of strategic insight to our Board across sales, operations, technology and agency leadership," said Jack Butcher, Chairman and CEO of Vantage Insurance Partners. "His experience building and scaling organizations, combined with his firsthand understanding of the independent agency community, will be particularly valuable as we continue to build momentum. We are delighted to welcome Patrick to the Board and look forward to the impact he will have on Vantage and our partner agencies." Earlier in his career, Armstrong spent nearly two decades as an agency principal, giving him firsthand experience with the opportunities and challenges facing independent insurance agencies and brokers. Throughout his career, he has helped build and scale organizations, develop revenue strategies, lead go-to-market initiatives, and guide companies through periods of significant growth and transformation. Prior to joining the Vantage Board, Armstrong served as Chief Revenue Officer of ReSource Pro, where he played a key role in the company's growth and expansion. During his tenure, ReSource Pro grew approximately 30-fold and was recognized on the Inc. 5000 list of the fastest-growing private companies in the United States 16 times, a distinction achieved by only a small number of companies in the publication's history. Armstrong said he is excited to join Vantage at an important stage in the company's growth. "I am excited about Vantage's vision, growth trajectory and commitment to creating enduring value," said Armstrong. "The company has built a compelling model that combines the strengths of a scaled platform with the entrepreneurial spirit and local expertise of independent agencies. I look forward to sharing my experience and supporting Jack, the leadership team and the Board as Vantage enters its next phase of growth." Armstrong also brings significant credibility and relationships across the insurance industry, including deep experience working with agency owners, executives and leadership teams. His perspective will further support Vantage as it continues to expand its platform and create new opportunities for its partner agencies. About Vantage Insurance Partners, Inc. Vantage Insurance Partners was founded in 2020 as a full-service risk management consulting and insurance brokerage firm. Vantage partners with a network of high-quality independent agencies to provide a comprehensive range of insurance solutions, including property and casualty, employee benefits and specialized risk management services. Backed by DFW Capital Partners, Vantage provides its partner agencies with access to resources, expertise and strategic support designed to strengthen operations, expand market opportunities and build long-term enterprise value. At the same time, Vantage is committed to preserving the unique cultures, brands, relationships and legacies that distinguish each partner agency. About DFW Capital Partners DFW Capital Partners is a private equity firm focused on providing growth equity and equity sponsorship to middle-market companies. With more than $2 billion in assets under management, DFW has spent more than 20 years investing in niche service businesses with strong operating management teams. DFW takes a partnership-oriented approach to investing alongside management teams, helping companies develop and execute strategic growth plans. The firm has a demonstrated track record of investing in and supporting businesses operating at the intersection of government contracting and information technology services. Ralph Sepe [email protected] KEYWORD: NEW YORK UNITED STATES NORTH AMERICA INDUSTRY KEYWORD: PROFESSIONAL SERVICES SMALL BUSINESS OTHER PROFESSIONAL SERVICES INSURANCE FINANCE CONSULTING PUB: 08/19/2026 07:37 AM/DISC: 08/19/2026 07:37 AM You May Also Like