AI Memory Verdict · OEM lens · 2026-W19
Everyone agrees + deep supply → healthy
HOLDDEFENDAI ≈ OEM language· cos 0.93partial · missing DIST/AGG/SEARCH
▸ Panel signature · what AI saw, what we compared against
AI: 9 textsOEM: 1DIST: 0AGG: 0SEARCH: 0
cohort disagreement: 36.0%
1024-dimensional centroid embeddings · all numbers reproducible from methodology
OEM action: AI hears you correctly · keep marketing investment intact.
resistor-networks· level 3· tier A· leaf· 1,356,000 SKUs measured· 55 observations · 3 vantagesavailable
Where you rank in Resistor Networks
10 brands · 2026-W19For each brand AI associates with this category, we record the rank (by AI-claim count) and which reference frame AI uses when talking about the brand. When the brand ahead of you appears in a different column than your marketing speaks, that's the campaign brief.
Category leaderboard · top 3
#1n=6
yageo.com
AI ≈ OEM
#1n=6
seielect.com
AI ≈ OEM
#3n=5
koaspeer.com
AI ≈ OEM
AI ≈ OEM
10 brandsAI talks about these brands in OEM-side terms.slug cos 0.93
- #4vishay.comn=43/4 vantages
- #1yageo.comn=62/4 vantages
- #1seielect.comn=62/4 vantages
- #6ttelectronics.comn=11/4 vantages
- #6coilcraft.comn=11/4 vantages
- #6sumida.comn=11/4 vantages
AI ≈ DIST
0 brandsAI talks about these brands in distributor-catalog terms.
No brand AI-anchored to this frame for this category.
AI ≈ AGG
0 brandsAI talks about these brands in aggregator-discovery terms.
No brand AI-anchored to this frame for this category.
AI ≈ SEARCH
0 brandsAI talks about these brands in buyer-search terms.
No brand AI-anchored to this frame for this category.
rank = AI-claim count desc within the category · top 6 brands per reference frame · week 2026-W19
What you unlock
Resistor Networks — paid-tier surface
◧33 brands competing here
Per-brand convergence scores, vantage coverage, full sourcing-card drill-down per brand.
◤Live week-over-week trajectory
Fragmentation direction, channel-pull attribution, drift narratives.
Anonymous visitors and crawlers see this preview. Sign in or subscribe to unlock the resistor-networks data layer.
Sign inPublic preview · counts only · no brand names, scores, or specific facility data shown
New surface · paid tier
See Resistor Networks as a physics field.
Each of the 33 brands competing here becomes a particle, pulled toward the vantages that observed it. The shape of the cloud is the shape of fragmentation.
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.