AI Memory Verdict · Aggregator lens · 2026-W19
Everyone agrees + deep supply → healthy
HOLDSTABLEAI ≈ aggregator language· cos 0.84
▸ Panel signature · what AI saw, what we compared against
AI: 3 textsOEM: 2DIST: 1AGG: 1SEARCH: 10
cohort disagreement: 18.1%
1024-dimensional centroid embeddings · all numbers reproducible from methodology
Aggregator action: category vocabulary consolidating · default surface OK.
resistors· level 2· tier C· 7 children· 1,359,621 SKUs measured· 46 observations · 5 vantagesavailable
Where you rank in Resistors
8 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=5
seielect.com
AI ≈ AGG
#2n=4
vikingtechnology.com
AI ≈ AGG
#3n=4
ti.com
AI ≈ AGG
AI ≈ OEM
0 brandsAI talks about these brands in OEM-side terms.
No brand AI-anchored to this frame for this category.
AI ≈ DIST
0 brandsAI talks about these brands in distributor-catalog terms.
No brand AI-anchored to this frame for this category.
AI ≈ AGG
8 brandsAI talks about these brands in aggregator-discovery terms.slug cos 0.84
- #3ti.comn=42/4 vantages
- #5vishay.comn=22/4 vantages
- #4murata.comn=32/4 vantages
- #5panasonic.comn=22/4 vantages
- #2vikingtechnology.comn=43/4 vantages
- #1seielect.comn=52/4 vantages
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 — Resistors
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
resistors33KMEDIUM
potentiometer33KLOW
color coded resistor33KMEDIUM
parallel series circuit33KLOW
thermistors18KLOW
voltage dividers15KLOW
rheostat12KLOW
force sensing resistor12KLOW
force sensitive resistor12KLOW
light dependent resistor12KLOW
Sub-categories (7)
Chip Resistor - Surface Mount
35 brands · 10 forms · top 21%
Through Hole Resistors
31 brands · 10 forms · top 33%
Fixed Resistors
25 brands · 10 forms · top 64%
Variable Resistors
30 brands · 10 forms · top 28%
Resistor Networks
33 brands · 10 forms · top 38%
Current Sense Resistors
33 brands · 10 forms · top 28%
Potentiometers
27 brands · 10 forms · top 53%
What you unlock
Resistors — paid-tier surface
◧23 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.
◳192 manufacturing facilities · 29 brands · 13 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.
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Sign inPublic preview · counts only · no brand names, scores, or specific facility data shown
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.