Cross-Channel Marketing Optimization Platform
Find Innovative SolutionsGenerate Solutions
Solution Overview
Problem
Modern marketing campaigns face challenges in measuring effectiveness across multiple media channels due to fragmented data, privacy barriers, and complex customer journeys, making it difficult to allocate marketing budgets optimally.
Innovation Solution
An all-channel marketing-optimization platform that collects historical customer data from various sources, uses machine learning to train customer models, and performs optimization based on user-defined goals and constraints to generate an optimized marketing plan.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Adaptability or versatility
If marketers use multiple media channels to reach target audiences, then marketing opportunities increase, but measurement of effectiveness across channels becomes difficult
Solution Approach 1:
The patent combines data from multiple media channels into a unified customer journey model that tracks interactions across all touchpoints. By merging previously siloed channel data into a single analytical framework, the system enables comprehensive effectiveness measurement while maintaining the benefits of multi-channel marketing.
Solution Approach 2:
The patent introduces an intermediary layer (the customer journey model and attribution system) that mediates between raw multi-channel data and effectiveness measurements. This intermediary processes and integrates data from diverse sources, translating fragmented channel information into unified performance metrics.
2Adaptability or versatility
If customer journey complexity multiplies across multiple channels, then marketing coverage improves, but data fragmentation increases
Solution Approach 1:
The patent segments the complex customer journey into discrete touchpoints and interactions across different channels. By breaking down the overall journey into manageable segments that can be individually tracked and analyzed, the system maintains comprehensive coverage while preventing data fragmentation through structured organization.
Solution Approach 2:
The patent creates a universal customer journey model that functions across all media channels and touchpoints. This multi-functional framework handles diverse data types and channel formats uniformly, ensuring consistent tracking and analysis throughout the entire customer experience regardless of which channels are involved.
3Area of stationary object
If marketers allocate budget across multiple media channels, then audience reach expands, but ROI measurement for each channel becomes difficult
Solution Approach 1:
The patent implements feedback loops that continuously measure and attribute conversions back to specific marketing touchpoints and channels. By establishing closed-loop measurement systems that track the full customer journey from initial exposure to final conversion, the system provides precise ROI data for each channel while maintaining expanded audience reach.
Solution Approach 2:
The patent performs preliminary tracking and tagging of customer interactions across all channels before conversions occur. By pre-establishing attribution markers and journey tracking infrastructure in advance, the system enables accurate ROI measurement for each channel without interfering with the natural customer experience or reach expansion.
Data Source
AI summary
One embodiment can provide a method and system for optimizing marketing plans. During operation, the system can collect historical customer data from a plurality of data sources, apply a machine learning technique to train a customer model based at least on the historical customer data, and obtain an initial marketing plan, which specifies a plan goal and one or more constraints. The system can perform an optimization process based on the initial marketing plan and the customer model. The system can further generate and present a report based on the optimization process, the report comprising an optimized marketing plan, thereby facilitating future marketing efforts based on the optimized marketing plan.