Many contact center operators have a hybrid setup of using multiple vendors, where each contact center has its own artificial intelligence and machine learning (AI/ML) support. This architecture is designed to consolidate this support to a single AI/ML stack for multiple contact center instances, powering multiple contact centers by a single large language model (LLM) using Amazon Bedrock, thus reducing cost and improving efficiency.