Integrating AI into existing backend: why it's harder than it looks

Most teams think adding AI is simply calling an API, but it transforms the entire existing backend architecture.

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The fact

This integration exposes hidden incompatibilities between AI patterns and legacy infrastructure.

Solutions are never plug-and-play: they require deep refactoring of data and business logic layers.

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