Top alias forms observed at this Kim category in W19, across AI / OEM / distributor / aggregator surfaces. Wide spread = wider arbitrage window.
Sorted by lowest convergence score = widest arbitrage opportunity. n-chip shows signal depth; rows with thin signal (n_vantages < 3) appear below the divider. Click a brand for the full sourcing card.
Brand category peers — Qwen-grounded list of other brands that compete in this Kim category. Category-level peers, NOT SKU-level drop-in replacements. Sourcing-desk starting point: cross-reference against your inventory and supplier relationships. 4 observed in our W19 polling cohort. 4 not yet polled — flagged for next ingest pass.
849 manufacturing facilities · 224 distinct brands · 32 countries. Each facility's top kim_slug match is from bge-m3 cosine over its products text. Cross-validation against SEC 10-K Item 2 begins W21.
Semantically nearest Kim categories — useful for the sourcing buyer scanning for related parts. Cosine similarity over name embeddings.