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.
photodiodes· level 2· tier B· leaf· 850,000 SKUs measuredno data yet
We don't have brand data here yet.
Photodiodes 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.