Specific constraints and persona assignments improve the accuracy of financial advice from LLMs. Vague queries often yield generic or incorrect data. Users should provide detailed budget parameters and clear goals to reduce hallucinations. This incremental guide helps practitioners extract more reliable utility from existing AI tools without requiring specialized technical knowledge.