Your question is Personalized Recommendations Engine. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
How would you approach building a personalized recommendation engine for small business owners within their portal?
Discuss how you would identify the highest-value user problems, select personalization signals, define an MVP, and decide where recommendations should appear in the SpotOn Corporate portal. Explain how you would balance relevance, explainability, privacy, cold-start behavior, and measurable business value.