Marketplace Search Architecture: Why Real-Time Eligibility Breaks Every Retrieval Vendor

Why BM25, naive eligibility filtering, and joint ranking models fail for on-demand delivery and marketplace search - and the four-stage retrieval architecture that handles all of it, with examples from DoorDash, Uber Eats, and Instacart.