01Challenge
The Relationship Between Promotional Sales and Profitability Is Difficult to Evaluate
An increase in sales during a campaign may occur because customers who would normally have paid the regular price purchased the discounted item instead.
Customer responses also vary by store, region, and sales channel, meaning that the same promotion may produce different results.
When retailers manage many products and locations, analyzing every price and campaign individually becomes difficult.
02Solution
Analyze Sales Data and Recommend Pricing and Promotional Options
AI can analyze sales volume, revenue, gross profit, cost, promotional details, season, location, and channel data.
It can measure how pricing changes affect sales and profit and recommend potential promotion targets, periods, and discount methods.
For example, the following workflow can be established:
- 1Sales, Pricing, and Promotion Data Collection
- 2AI-Based Performance Analysis
- 3Campaign Option Development
- 4Staff Review
- 5Pricing or Promotion Implementation
- 6Revenue and Profit Impact Measurement
Internal rules and applicable regulations should be incorporated into pricing processes, with employees approving final prices and promotional conditions.
03Use Cases
Potential Applications
- Analyzing pricing and sales performance by product
- Comparing revenue and profit before and after campaigns
- Measuring the sales effect of discounts
- Comparing customer responses by store, region, and channel
- Supporting the selection of promotional products
- Analyzing coupon and product-bundle performance
- Measuring sales volume and profit after pricing changes
- Recommending promotions based on historical results
04Expected Benefits
Evaluate Promotions Based on Profitability as Well as Sales
Continuous analysis of pricing and promotional results allows retailers to evaluate initiatives based on profit and customer behavior, not only sales growth.
Understanding differences across stores and sales channels helps teams select more appropriate products, timing, and promotional methods and improve the return on campaign spending.
Robo Lab uses AI and retail sales analytics to support more effective pricing and promotional decisions.