Volkswagen used AI-driven predictive analytics to forecast ad-buying decisions, automate spend allocation, and optimize campaign impact, reducing hidden agency costs and improving dealership sales.
Lack of accurate spend forecasting and inefficient campaign management limited marketing ROI.
Deployed AI predictive analytics tools to analyze historical data and optimize ad spend allocation automatically.