Every AI Company Is Accidentally Building a Bank

In April 2026, several AI companies faced a financial crisis as their pricing plans collapsed due to a lack of real-time visibility into the costs of AI requests, leading to costly emergency measures. The root cause was an outdated billing system that could not distinguish between human and machine usage, resulting in companies subsidizing user costs significantly. This highlighted the need for a real-time financial management infrastructure akin to a banking system, where requests are evaluated synchronously before proceeding, and expenses are reconciled asynchronously. The article argues that AI companies need to adopt systems that can enforce spending limits and manage entitlements in real-time, similar to how Stripe revolutionized payment processing. This would involve building a robust infrastructure to handle entitlements, metering, enforcement, and settlement as financial primitives, thereby preventing financial mishaps like those experienced by Anthropic, Uber, and others. The piece concludes by suggesting that such infrastructure is already being developed by companies like Stigg, offering solutions for real-time entitlement and credit management.

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