AI assists home sellers in pricing strategy by generating renovation previews that visualize minor finish upgrades and correlate likely return on investment, often between sixty to one hundred percent of costs. This insight helps sellers make informed decisions on which improvements add value before listing. Accurate visualizations reduce guesswork and support competitive pricing aligned with market expectations, attracting qualified buyers more rapidly and boosting offers while minimizing costly overinvestment in unnecessary renovations.