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What Breakthroughs Made AI Practical for Business After 2012? customer ai foundations customer ai technology

 

For decades, AI was mostly research papers and prototypes. Then came 2012. Geoffrey Hinton’s team stunned the field with unprecedented accuracy in image recognition, powered by deep learning. That ...

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Why Did “AI Winters” Happen and What Triggered the Deep Learning Revolution? customer ai foundations customer ai technology

 

Artificial intelligence didn’t rise in a straight line. Its history is a cycle of soaring optimism, disappointing results, and renewed breakthroughs. The downturns became known as AI winters—period...

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What Role Did the Transformer Architecture Play in Modern AI? customer ai foundations customer ai technology

 

The AI everyone talks about today—ChatGPT, Claude, Gemini—owes its existence to one breakthrough: the transformer architecture. Introduced in 2017, it reshaped natural language processing and launc...

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How Do Generative, Predictive, and Prescriptive AI Work Together? customer ai foundations customer ai technology

 

On their own, each type of AI is powerful. But in Customer AI, the real breakthrough comes when generative, predictive, and prescriptive AI work as a system—a loop that turns fragmented data into g...

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What Are the Three Types of AI Powering Customer AI? customer ai foundations customer ai technology

 

When people talk about AI in business, the conversation often drifts toward chatbots or large language models. Useful, but a narrow slice of the field. In Customer AI, three types of AI matter most...

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