Multi-agent systems and orchestration tools are often used interchangeably. Using Sakana Fugu as an example, this article explains the difference and, drawing on Gartner, Forrester, McKinsey and KuppingerCole, shows where the biggest economic AI payoff in the enterprise actually comes from.