AI Vendors, RIAs Struggle With Temptation to 'AI Everything'

Industry panelists say AI is reshaping wealth-management tech but warns of mission creep as vendors rush to add AI features. Firms face pressure to “AI everything,” driving vendor proliferation and funding, but creating integration, data-quality and governance risks that could slow effective adoption. Advisers and RIAs are increasingly consolidating around fewer, better-connected partners and emphasizing clean data layers as the foundation for AI. Larger firms may build internal agentic assistants while mid-size shops risk falling behind if they try to become tech developers or rely solely on custodians. The trend favors vendors that focus on core competencies and on helping clients maintain legible data; poor data and hasty integrations could impede real operational improvements despite strong demand and funding activity.