AI Memory Verdict · Broker lens · 2026-W19
Everyone agrees + deep supply → healthy
HOLDHOLDAI ≈ OEM language· cos 0.97
▸ Panel signature · what AI saw, what we compared against
AI: 8 textsOEM: 3DIST: 1AGG: 1SEARCH: 10
cohort disagreement: 24.5%
1024-dimensional centroid embeddings · all numbers reproducible from methodology
Broker action: channel intact · no action this week.
ferrite-beads· level 3· tier C· leaf· 15,000 SKUs measured· 71 observations · 5 vantagesavailable
Where you rank in Ferrite Beads
13 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
#2n=5
coilcraft.com
AI ≈ OEM
#2n=5
sumida.com
AI ≈ OEM
AI ≈ OEM
13 brandsAI talks about these brands in OEM-side terms.slug cos 0.97
- #6vishay.comn=22/4 vantages
- #5murata.comn=33/4 vantages
- #6kyocera-avx.comn=22/4 vantages
- #1yageo.comn=63/4 vantages
- #6vikingtechnology.comn=22/4 vantages
- #6schaffner.comn=22/4 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
Buyer-search vocabulary · week 2026-W19
source · Google Keyword Planner data
What buyers actually search for — Ferrite Beads
AI's vocabulary for this category does not currently match buyer-search. These are the buyer queries — the language AI is not yet echoing.
buyer querymonthly searchescompetition
ferrite beads8.1KHIGH
ferrite-beads8.1KHIGH
ferrite choke8.1KHIGH
ferrite clamp480MEDIUM
clamp on ferrite chokes480MEDIUM
clamp on ferrite bead480MEDIUM
emi suppression ferrite bead390LOW
snap on ferrite beads320MEDIUM
ferrite bead snap on320MEDIUM
snap on ferrite chokes320MEDIUM
What you unlock
Ferrite Beads — paid-tier surface
◧31 brands competing here
Per-brand convergence scores, vantage coverage, full sourcing-card drill-down per brand.
◨7 brand category peers identified
Qwen-grounded peers with rationale, confidence, and verify_targets per peer.
◳78 manufacturing facilities · 54 brands · 8 countries
Geographic concentration, top brands by facility count, facility-type mix, supply-risk story.
◤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 ferrite-beads data layer.
Sign inPublic preview · counts only · no brand names, scores, or specific facility data shown
New surface · paid tier
See Ferrite Beads as a physics field.
Each of the 31 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.