According to God of Prompt on Twitter, incorporating real-world constraints such as budget, timeline, and team composition into large language model (LLM) prompts is a crucial factor often overlooked in AI solution development. The tweet emphasizes that by specifying a $50K budget, a 6-week timeframe, and a team of 3 junior developers who prioritize shipping over perfection, LLMs can generate more practical and actionable solutions. This approach addresses the common pitfall where LLMs, when given unconstrained prompts, provide idealized or unrealistic answers not applicable to actual business scenarios. As reported by God of Prompt, applying these constraints enables AI teams and businesses to leverage LLMs for realistic project planning and delivery, ultimately improving AI product outcomes and aligning with operational realities.