Risk: High

Starting an AI product recommendation engine for dropshipping from scratch can be very risky, especially for someone who can't afford to lose money. There are significant potential losses involved, including money for software development, time for learning and implementation, energy for marketing efforts, and confidence if the venture fails. Beginners often invest in setting up the engine and may not see immediate returns due to the complex nature of AI technology and the competitive dropshipping market. Startup costs for developing the AI engine can be high, and there is no guarantee of profitability. Online discussions often highlight the challenges and failures faced by those who have attempted this side hustle. I'd rate the risk a 1 out of 3 because of the high likelihood of losing money and time, as well as the common occurrence of unsuccessful outcomes in this niche.