AI Memory Verdict · Aggregator lens · 2026-W19

Everyone agrees + deep supply → healthy

HOLDSTABLEAI ≈ distributor language· cos 0.95partial · missing AGG
▸ Panel signature · what AI saw, what we compared against
AI: 8 textsOEM: 2DIST: 1AGG: 0SEARCH: 10
cohort disagreement: 25.5%
1024-dimensional centroid embeddings · all numbers reproducible from methodology

Aggregator action: category vocabulary consolidating · default surface OK.

film-capacitors· level 2· tier C· leaf· 1,349,985 SKUs measured· 79 observations · 4 vantagesavailable

Where you rank in Film 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
kyocera-avx.com
AI ≈ DIST
n=10
#1
nichicon.com
AI ≈ DIST
n=10
#3
yageo.com
AI ≈ DIST
n=7

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 0.95

  • #5
    vishay.com
    n=6
    3/4 vantages
  • #1
    kyocera-avx.com
    n=10
    2/4 vantages
  • #3
    yageo.com
    n=7
    3/4 vantages
  • #6
    panasonic.com
    n=3
    3/4 vantages
  • #7
    schaffner.com
    n=3
    2/4 vantages
  • #7
    vicor.com
    n=3
    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 — Film 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
film capacitors1.3KMEDIUM
film-capacitors1.3KMEDIUM
metallized polypropylene film capacitor390LOW
metalized polypropylene film capacitor390LOW
metallised polypropylene film capacitors390LOW
polypropylene capacitor260HIGH
mylar capacitor260MEDIUM
polyester capacitor210LOW
polypropylene film capacitor210MEDIUM
capacitor polypropylene film210MEDIUM
ranked desc by monthly searches · seed term dropped (always #1, uninteresting) · top 10 of 10 pulled · total monthly volume shown: 4.9K
peak: film capacitors @ 1.3K searches/month · methodology and full caveats at /methodology
What you unlock

Film Capacitors — paid-tier surface

🔒 paid tier
29 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.
124 manufacturing facilities · 68 brands · 16 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 Film Capacitors as a physics field.
Each of the 29 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.