Popular use cases for retail and e-commerce organizations
True margin by product & channel
Connect Shopify, Amazon, POS, inventory systems, ad platforms, shipping costs, and finance data to calculate true margin by SKU, category, and channel. See profitability after returns, discounts, and fulfillment.
Unify e-commerce sales, marketing activity, seasonality trends, supplier lead times, and stock levels to forecast demand by SKU - reducing stockouts, overstock, and lost revenue.
Combine storefront data, CRM, subscription or repeat purchase behavior, and marketing spend to calculate LTV by channel and customer segment. Prioritize acquisition sources that drive long-term value, not just first purchase revenue.
With ELT infrastructure and AI analytics in one integrated system
Segmentation
Track monthly customer movement across value-based RFM segments, enriched with geodemographic and transactional data. Quantify value gained or lost as customers shift between segments — enabling smarter retention and acquisition decisions.
Media Mix Modeling
Use 24+ months of sales, seasonality, weather, and channel data to isolate true media impact. Optimize budget allocation and improve marketing ROI.
Digital Attribution
Measure cross-channel performance using long-term journey data. Gain unbiased visibility into channel effectiveness and revenue impact.
Demand Forecasting
Analyze creative performance using historical response data. Identify which messages and visuals drive engagement and conversion.
Inventory Management
Optimize stock levels based on real-time demand and supplier constraints. Reduce stock risk and improve margin performance.
Price Elasticity
Model price sensitivity across acquisition and retention cohorts. Make confident pricing decisions that balance growth and margin.
Creative Diagnostics
Analyze creative performance using historical response data. Identify which messages and visuals drive engagement and conversion.
KAI Assistant
Interact with your data using natural language. Ask complex questions and receive instant, context-aware insights.