Validate first sell-out signals and forecast repeat demand before second runs

Validate first sell-out signals and forecast repeat demand before second runs targets a $6.0B = 2M ecommerce and DTC SMBs × $3K ACV total addressable market with medium saturation and a year-over-year growth rate of 15% CAGR — ecommerce analytics and DTC marketing tools growth as reported across industry reports and analyst summaries.

Key trends driving demand: Creator-driven launches and influencer commerce are increasing, which raises channel-concentration risk and creates demand for tools that measure influencer-dependency.; Privacy and tracking changes have fragmented attribution, increasing the value of consolidated attribution and probabilistic forecasting across channels.; SMB brands are shifting to data-informed launch strategies and want fast, actionable diagnostics rather than raw dashboards, creating an opportunity for decision-focused analytics.; Affordable ML and managed inference allow small teams to deliver probabilistic forecasts and cohort modelling that previously required in-house data science..