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How to Make an Existing Product AI-Ready Without Rewriting the Entire Tech Stack

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Artificial intelligence is quickly becoming part of the products customers and employees use every day. But for many enterprises, the challenge isn’t building a new AI product from scratch. It is figuring out how to add AI to an existing product without replacing the technology stack that already runs the business. The good news is that becoming an AI-ready product does not necessarily require a complete rebuild. With the right architecture, data foundation and integration strategy, organizations can introduce AI capabilities incrementally while continuing to use their existing applications. What Does an AI-Ready Product Mean? An AI-ready product is an application designed or adapted to support AI capabilities reliably as business requirements evolve. That can include generative AI, predictive analytics, recommendation engines, computer vision, conversational interfaces or AI agents. Being AI-ready is less about choosing a particular AI model and more about creating the foundation arou...