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How True Costs and Business Value Are Connected by AI Scenario Modeling

Loknath Das by Loknath Das
March 6, 2026
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A “Great Transition” is what the global banking industry is going through as the year 2026 gets underway. The days of low margins are over. While revenue growth has slowed to 2-4% annually, banks are currently in a “toxic revenue-cost squeeze” because of an increase in non-discretionary spending. “Regulatory Tech Debt” is the primary factor behind this increase in costs. The Digital Operational Resilience Act (DORA) and more stringent AML/KYC standards aren’t just compliance checkboxes anymore; they’re major operational burdens that can take up to 15-20% of the total IT budget. In this environment, “optimisation” is not only the only way to fund innovation but also the only option. I look at how to turn regulatory burdens into opportunities for innovation in this article. You will learn how to map unit costs and simulate ROI using the “Value Navigator” framework. This will ensure that every euro spent moves the needle from legacy maintenance to profitable modernization. Digital Innovators and the “AI-First” Advantage: The New Threat Traditional banks are no longer just competing with each other; they are being outpaced by “Fast Players”, digital-only neobanks like Nubank, Revolut, and Chime. These players don’t just have better apps; they have a fundamental cost advantage.

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The Cost-to-Income (CI) Ratio Gap: While digital innovators operate at 20-30%, traditional banks struggle with CI ratios of 50-60%. AI-First Unit Economics: These challengers leverage “AI-First” architectures. They make use of AI to continuously monitor unit economics rather than mapping costs once a year. Their AI models flag a customer segment or product as unprofitable if cloud costs rise or fraud rates rise, allowing for strategic adjustments. The “Cost Maze,” a legacy web where real costs are hidden, is the single biggest obstacle traditional banks face in matching this agility. AI scenario modeling as a “Value Navigator” is the solution. Banks must switch from static spreadsheets to AI Scenario Modelling in order to close this gap. A “Digital Twin” of the bank’s operational cost structure is created by this technology. A “Value Navigator,” in contrast to conventional tools that merely report expenditures, employs a sophisticated four-stage procedure to establish a dynamic relationship between raw IT expenses and business outcomes:

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