Case Study: a global technology services provider achieves LLM readiness with Cybage

global technology services provider boosts LLM ingestion accuracy by 45% with Cybage

The customer, a global technology services provider, sought to modernize its legacy and unstructured content repositories to make them ready for AI and large language model (LLM) integration. Their goals were to optimize content for machine consumption, improve governance, and drive efficiency. They partnered with vendor Cybage for its digital marketing services to address this challenge.

Cybage implemented a comprehensive framework that included content assessment, standardization, and automation. The solution established a modular, semantically tagged content structure and used ChatGPT Enterprise for validation. This resulted in a 45% improvement in LLM ingestion accuracy, a 50% reduction in duplication, and a 30% increase in content reuse, empowering the client's data-driven digital transformation initiatives.