For years, legacy systems were a tolerated cost. AI changes that calculus: poor data foundations and brittle architecture now directly limit what an organization can scale.
Debt Becomes a Constraint
AI amplifies the value of clean data and the cost of fragmented systems. Modernization moves from background maintenance to strategic enabler.
Sequencing Matters
Rather than a multi-year rip-and-replace, leaders should modernize where AI value is highest and data quality is most binding.


