Phased migration, mainframe optimization, and block-based strategies have emerged as the dominant responses to legacy system debt. Core platform migrations, now table stakes rather than differentiators, leave carriers searching for the next source of competitive advantage.
AI presents a different but related challenge. Adoption is early-stage and organizationally fragmented; carriers struggle to build the internal proof points needed to justify broader investment. Contact center automation has become the near-term proving ground, while more technically mature carriers are pushing further into agentic AI workflows and Model Context Protocol-based integration architectures. Governance has become an urgent operational problem: Unsanctioned business unit AI development is already underway at several organizations, and NAIC regulatory developments on third-party AI model filing requirements are forcing carriers to build frameworks faster than many planned. AI cost governance has emerged as a distinct discipline across the segment in response to token-based pricing models carriers describe as unsettled. Carriers are building prompt routers to direct queries to cost-appropriate model tiers and seeking guidance on dynamic model-tier switching and context-switching controls.
Carriers are contending with the uneven results of embedded life distribution initiatives and the growing complexity of distributor compensation management, which is emerging as a stand-alone strategic focus. Leadership transitions remain the most powerful modernization catalyst; C-suite turnover drives transformation timelines more than any strategic planning process.
This report is a tool for carriers, distributors, and service and solution providers to understand industry business and technology priorities. It is based on secure enterprise AI analysis of deduplicated Datos Insights call notes with carriers, distributors, and service and solution providers to surface business and technology trends.
Clients of Datos Life, Annuities & Benefits service can download this report.
About the Author
Laurel Jordan
Laurel Jordan is a Senior Principal for the Insurance practice. She has nearly three decades of experience in insurance, operations, solutioning, compliance, technology, transformation, and strategy. She brings a distinctive blend of industry knowledge from products and operations to digital expertise, thought leadership, change management, and an innovative mindset to help clients, peers, and colleagues navigate the ever-evolving insurance industry...
Other Authors
Steven Kaye
Steven Kaye is Head of Knowledge Management at Datos Insights, and lead editor of the firm’s Business and Technology Trends in Insurance series. He has managed a wide range of research projects since joining the firm in 2008. Previously, Steven worked for Accenture as an insurance researcher focused on the U.S. life and property/casualty markets. He also served in both knowledge management...