Fix silent revenue leaks: AI site search that finds what customers want

Fix silent revenue leaks: AI site search that finds what customers want targets a $6.0B = 3,000,000 e-commerce SMBs x $2,000 ACV total addressable market with medium saturation and a year-over-year growth rate of 12-18% — commerce software and personalization budgets growing as acquisition costs rise.

Key trends driving demand: Vector search & embeddings -- allow semantic matching beyond keyword rules, reducing zero-results and boosting conversion; Headless & composable commerce -- standardized APIs make plug-in search solutions easier to integrate across platforms; Performance-first UX -- customers expect instant, relevant results; slower/bad search now directly penalizes conversion; Privacy & first-party data focus -- merchants want owned signals (search logs) to personalize without relying on third-party cookies.