Data- and AI-driven marketing budget optimization
AI-Powered Media Mix Modeling is a PwC solution that helps organizations better understand the impact of marketing activities on business performance and make more informed decisions on budget allocation.
We combine advanced analytics, artificial intelligence, machine learning and advisory experience to identify which channels, campaigns and investments truly support sales, revenue growth and the achievement of business objectives.
The solution has been designed for organizations that want to increase the effectiveness of their marketing activities, reduce inefficient spending and plan future campaigns based on reliable data rather than intuition or historical assumptions alone.
Optimizing budget allocation across TV, digital, trade marketing and promotional activities, as well as identifying synergy effects between channels.
Analyzing the impact of brand campaigns, price promotions and digital activities on store traffic and sales.
Assessing the impact of paid, owned and earned channels on customer acquisition and the effectiveness of acquisition campaigns.
Modeling the impact of campaigns on the sales of financial products such as accounts, loans, insurance or investment products.
Better balancing the budget between performance activities, brand awareness building and long-term sales growth.
We support companies in building a modern approach to measuring marketing effectiveness - from data preparation and modeling, through interpretation of results, to the implementation of tools that support ongoing business decisions.
Modeling the impact of marketing channels on sales, revenue or other key business indicators
Identifying channels with the highest growth potential and those that have reached saturation point
Optimizing budget allocation across offline media, digital, performance, awareness and promotional activities
Running “what-if” scenario simulations to support campaign planning and budget decisions
Including external factors such as seasonality, prices, promotions, competitor activity, weather or holidays
Automating the collection, cleaning and integration of data from multiple sources
Implementing dashboards and reporting that make it easier for marketing, finance and management teams to interpret results
Preparing the organization to measure marketing effectiveness in an environment with limited access to user data and cookies
With AI-Powered Media Mix Modeling, companies can better assess which marketing investments deliver the expected impact and which require optimization. The model provides a holistic view of the marketing budget - not only through the lens of individual campaigns but, also by analyzing the impact of specific channels, their synergies and their long-term effects on business performance.
AI-Powered Media Mix Modeling is based on a combination of advanced analytical methods and PwC’s practical experience in working with organizations across different sectors. Depending on the client’s needs, we can prepare a one-off analysis, a Proof of Concept or a recurring solution updated as new data becomes available.
We use an approach based on Bayesian modeling and machine learning, which allows us to analyze both historical data and external variables that influence campaign effectiveness. As a result, the organization receives not only a report with results, but also practical recommendations that can be translated into budget planning and future marketing activities.
At PwC, we combine technological, analytical and advisory capabilities to help organizations not only implement AI models but, above all, use them to support real business decisions. Our approach covers data preparation and model development, as well as interpretation of results, change management and translating recommendations into operational actions.
We stand out through our comprehensive end-to-end approach: from assessing data readiness and defining business objectives, through modeling and validating results, to dashboards, recommendations and support in further developing the solution.
AI-Powered Media Mix Modeling can become a permanent element of the marketing planning and optimization process.