Detect competitor promotions and sitewide discounts to protect margins

Detect competitor promotions and sitewide discounts to protect margins targets a $6.0B = 2M e-commerce merchants × $3K ACV total addressable market with high saturation and a year-over-year growth rate of 12% YoY market growth for e-commerce analytics and price intelligence (source: combined estimates from Statista, Grand View Research and industry reports).

Key trends driving demand: Real-time repricing adoption — more merchants use automated repricers and need timely signals to avoid chasing competitor promos inaccurately.; Shift to promotions and couponing — brands increasingly use coupons and sitewide promotions, creating more complex signals than raw price changes and increasing demand for promotion-aware tools.; API and integration-first workflows — merchants prefer vendor signals that integrate with Shopify, Google Shopping, and repricers rather than siloed dashboards, creating opportunity for direct feeds.; Smaller models for edge classification — advances in compact ML models enable reliable classification of promotional events from HTML and banner patterns at lower cost, making promotion detection feasible for startups..