Specific constraints and clear personas improve the accuracy of financial advice from LLMs. Users should provide detailed income and expense data while avoiding vague requests. This approach reduces hallucinations in budget planning. Practitioners must still verify all AI-generated calculations against certified financial planners to ensure accuracy before executing any high-stakes monetary decisions.