Optional +3 minute extension

Hybrid / vector search (future)

After the core serving-document workflow is validated, Atlas can add semantic retrieval (embeddings on searchText or rich descriptions) alongside keyword search and facets. Motion's production schema and workloads are still being finalized — treat vector search as a roadmap capability, not today's primary path.

• Same serving document remains the source of truth for filters and cards.
• Embeddings updated through the same ingestion path as price/inventory.
• No production performance claims until real data and query mixes are benchmarked.