AI Memory Verdict · OEM lens · 2026-W19

Everyone agrees + deep supply → healthy

HOLDCAPTUREAI ≈ distributor language· cos 0.96partial · missing OEM
▸ Panel signature · what AI saw, what we compared against
AI: 10 textsOEM: 0DIST: 1AGG: 1SEARCH: 10
cohort disagreement: 28.4%
1024-dimensional centroid embeddings · all numbers reproducible from methodology

OEM action: AI hears the channel, not you · reclaim category vocabulary.

ceramic-capacitors· level 3· tier C· leaf· 71,123,866 SKUs measured· 59 observations · 4 vantagesavailable

Where you rank in Ceramic Capacitors

12 brands · 2026-W19

For 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
#1
abracon.com
AI ≈ DIST
n=7
#2
nichicon.com
AI ≈ DIST
n=5
#3
yageo.com
AI ≈ DIST
n=4

AI ≈ OEM

0 brands

AI talks about these brands in OEM-side terms.

No brand AI-anchored to this frame for this category.

AI ≈ DIST

12 brands

AI talks about these brands in distributor-catalog terms.slug cos 0.96

  • #6
    vishay.com
    n=3
    2/4 vantages
  • #4
    murata.com
    n=3
    3/4 vantages
  • #6
    kyocera-avx.com
    n=3
    2/4 vantages
  • #3
    yageo.com
    n=4
    2/4 vantages
  • #4
    vikingtechnology.com
    n=3
    3/4 vantages
  • #2
    nichicon.com
    n=5
    2/4 vantages

AI ≈ AGG

0 brands

AI talks about these brands in aggregator-discovery terms.

No brand AI-anchored to this frame for this category.

AI ≈ SEARCH

0 brands

AI 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 — Ceramic Capacitors

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
multilayer ceramic capacitor5.4KLOW
mlccs5.4KLOW
ceramic capacitors3.6KLOW
ceramic-capacitors3.6KLOW
ceramic capacitance3.6KLOW
ceramic condensator3.6KLOW
ceramic cap2.4KLOW
104 capacitor1.0KLOW
mlcc capacitor720LOW
ceramic disc capacitor720LOW
ranked desc by monthly searches · seed term dropped (always #1, uninteresting) · top 10 of 10 pulled · total monthly volume shown: 30K
peak: multilayer ceramic capacitor @ 5.4K searches/month · methodology and full caveats at /methodology
What you unlock

Ceramic Capacitors — paid-tier surface

🔒 paid tier
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.
63 manufacturing facilities · 34 brands · 12 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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Public preview · counts only · no brand names, scores, or specific facility data shown
New surface · paid tier
See Ceramic Capacitors 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.
Open field view →
substrate · 21 weeks · 26.4M AI observations · 35,746 brands · 2025-W512026-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.