The budget required to start an AI business varies significantly depending on several factors, such as the type of business, the level of technology needed, and the size of the team. However, it is generally recommended to have a significant budget available as AI development can be expensive. However, some of the AI business ideas discussed can be executed with small teams or with a single person with adequate technical knowledge.