AI Memory Verdict · Distributor lens · 2026-W19
Everyone agrees + deep supply → healthy
HOLDSTABLEAI ≈ distributor language· cos 0.90partial · missing OEM/AGG
▸ Panel signature · what AI saw, what we compared against
AI: 7 textsOEM: 0DIST: 1AGG: 0SEARCH: 10
cohort disagreement: 25.7%
1024-dimensional centroid embeddings · all numbers reproducible from methodology
Distributor action: channel consensus intact · maintain shelf-space.
chip-resistors· level 3· tier C· leaf· 80,000,000 SKUs measured· 102 observations · 4 vantagesavailable
Where you rank in Chip Resistor - Surface Mount
15 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=10
yageo.com
AI ≈ DIST
#2n=9
koaspeer.com
AI ≈ DIST
#3n=7
walsin.com
AI ≈ DIST
AI ≈ OEM
0 brandsAI talks about these brands in OEM-side terms.
No brand AI-anchored to this frame for this category.
AI ≈ DIST
15 brandsAI talks about these brands in distributor-catalog terms.slug cos 0.90
- #7ti.comn=32/4 vantages
- #4vishay.comn=62/4 vantages
- #5kyocera-avx.comn=42/4 vantages
- #1yageo.comn=102/4 vantages
- #6vikingtechnology.comn=33/4 vantages
- #10nichicon.comn=22/4 vantages
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 — Chip Resistor - Surface Mount
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
smd resistor1.9KLOW
0402 resistor1.6KLOW
0603 resistors320LOW
1206 resistors320LOW
chip resistors260LOW
chip-resistors260LOW
resistor chips260LOW
thin film resistors210LOW
0201 smd resistor170LOW
smd resistor 0603170LOW
What you unlock
Chip Resistor - Surface Mount — paid-tier surface
◧35 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.
◳92 manufacturing facilities · 69 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.
Anonymous visitors and crawlers see this preview. Sign in or subscribe to unlock the chip-resistors data layer.
Sign inPublic preview · counts only · no brand names, scores, or specific facility data shown
New surface · paid tier
See Chip Resistor - Surface Mount as a physics field.
Each of the 35 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.