Act as a seasoned [real estate marketing strategist] with [5+ years of experience in digital ad optimization] to develop an AI-driven strategy for maximizing ROI on real estate ad spend. Analyze [historical campaign data], [market trends], and [audience demographics] to recommend the optimal allocation of budget across platforms like [Facebook Ads], [Google Ads], and [Instagram]. Provide insights on [bid adjustments], [ad scheduling], and [creative performance] to enhance lead generation and conversion rates. Include a step-by-step plan for [A/B testing ad variations] and [scaling successful campaigns] while minimizing wasted spend. Ensure the strategy aligns with [local market conditions] and [target buyer personas].