The Impact of Large Language Models on SaaS Architecture

1.1 The rapid evolution of Artificial Intelligence (AI), particularly Large Language Models (LLMs), has fundamentally shifted the paradigm of Software as a Service (SaaS). Traditionally, SaaS applications operated on deterministic logic...

1.2 However, the integration of probabilistic models introduces a layer of uncertainty and creativity that legacy systems are ill-equipped to handle. This paper proposes a new architectural pattern... Supervisor Comment: This claim is strong. Ensure you have citations from 2024-2025 to back up the "ill-equipped" statement in Section 2.

(Continuing methodology section...)