Part 4/13:

• Application Layer: Powering recommendation engines, 360-degree customer dashboards, segmentation, and personalization tools.

• Accessible Data for Decision-Making: Exposing the processed data via APIs and analytics platforms to empower business users and analysts.

This approach resulted in tangible improvements—a 40% increase in customer engagement and a 42% boost in customer lifetime value.

The Three Pillars of Building AI with Context

To develop intelligent systems, the architecture hinges on three interconnected pillars:

1. Modeling: Building and fine-tuning large language models (LLMs), defining hyperparameters, and setting context sizes.