According to data collected from 101 enterprises, agent orchestration in the corporate environment is increasingly focused on model provider platforms, such as Anthropic's Claude, which leads in adoption numbers. This is because enterprises are choosing platforms based on powerful models and evaluating their ability to reliably execute multi-step tasks.

However, despite high ambitions, most deployed 'agents' in practice remain merely chatbot wrappers. Additionally, enterprises prefer hybrid solutions for management to avoid dependence on a single vendor. Real-time financial management of token expenses is rarely encountered.