AI Memory Verdict · Distributor lens · 2026-W19
AI vantage missing — cannot classify; needs cohort substrate expansion
INSUFFICIENT_DATAINSUFFICIENT_DATAAI vantage missing
▸ Panel signature · what AI saw, what we compared against
AI: 0 textsOEM: 0DIST: 0AGG: 0SEARCH: 0
1024-dimensional centroid embeddings · all numbers reproducible from methodology
Distributor action: panel too thin to classify.
rs-485-transceivers· level 2· tier C· leaf· 16,000 SKUs measuredno data yet
We don't have brand data here yet.
RS-485 Transceivers isn't in our active dossier yet. Submit a request and we'll prioritize ingesting the brands competing here.
substrate · 21 weeks · 26.4M AI observations · 35,746 brands · 2025-W51 → 2026-W20
this page · 2026-W19 · numbers reproducible from our weekly substrate (methodology)
per-(brand × vantage × form) aggregation, top-form share within (brand × vantage) cells; divergence classified at category level using a 1024-dimensional embedding centroid.