Autonomous Data Stewardship: How AI Agents Are Redefining Master Data Management In Financial Services

InnovationAutonomous Data Stewardship: How AI Agents Are Redefining Master Data Management In Financial ServicesByBrij Mohan,Forbes Councils Member.for Forbes Technology CouncilCOUNCIL POSTExpertise from Forbes Councils members, operated under license. Opinions expressed are those of the author. | Membership (fee-based)May 21, 2026, 09:15am EDTBy Brij Mohan, Vice President - Principal Software Dev at LPL Financial, specializing in AI-driven data governance and agentic architectures gettyFor years, master data management (MDM) has been treated as a necessary but reactive function inside financial institutions. Issues were found after the fact, fixed manually and managed through rule sets that grew more fragile with every new data source. That model no longer holds up.Data today sits at the center of everything: regulatory compliance, real-time decisions and client experience. Yet many organizations are still running the same batch-oriented, rule-driven MDM approaches they built a decade ago. The world in which their data operates has changed dramatically. Their data infrastructure largely hasn’t.I’ve spent years working on large-scale financial data platforms, and the pattern is consistent: Organizations are rarely blind to their data problems. The harder challenge is resolving them fast enough without creating downstream impact elsewhere. That’s where traditional MDM tends to fall apart.Why The Old Approach Is Breaking Down​A typical financial institution pulls data from dozens of systems, CRMs, trading platforms, custodians, risk engines and legacy databases, each generating millions of records daily in different formats with overlapping identifiers. The compounding effect is the real problem. Duplicate records skew advisor workflows and corrupt reporting pipelines. Incomplete attributes propagate across systems. In one implementation I was directly involved in, a small percentage of duplicate client records created operational friction that rippled across multiple...