AI Memory Verdict · Broker lens · 2026-W19

Everyone agrees + deep supply → healthy

HOLDHOLDAI ≈ OEM language· cos 0.93partial · missing AGG/SEARCH
▸ Panel signature · what AI saw, what we compared against
AI: 10 textsOEM: 1DIST: 1AGG: 0SEARCH: 0
cohort disagreement: 27.4%
1024-dimensional centroid embeddings · all numbers reproducible from methodology

Broker action: channel intact · no action this week.

fuses· level 2· tier C· leaf· 37,609 SKUs measured· 91 observations · 4 vantagesavailable

Where you rank in Fuses

19 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
littelfuse.com
AI ≈ OEM
n=12
#2
optifuse.com
AI ≈ OEM
n=10
#3
belfuse.com
AI ≈ OEM
n=8

AI ≈ OEM

19 brands

AI talks about these brands in OEM-side terms.slug cos 0.93

  • #5
    vishay.com
    n=3
    3/4 vantages
  • #5
    murata.com
    n=3
    3/4 vantages
  • #8
    kyocera-avx.com
    n=2
    2/4 vantages
  • #8
    yageo.com
    n=2
    2/4 vantages
  • #8
    monolithicpower.com
    n=2
    2/4 vantages
  • #8
    skyworksinc.com
    n=2
    2/4 vantages

AI ≈ DIST

0 brands

AI talks about these brands in distributor-catalog terms.

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

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
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Fuses — paid-tier surface

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37 brands competing here
Per-brand convergence scores, vantage coverage, full sourcing-card drill-down per brand.
Live week-over-week trajectory
Fragmentation direction, channel-pull attribution, drift narratives.
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See Fuses as a physics field.
Each of the 37 brands competing here becomes a particle, pulled toward the vantages that observed it. The shape of the cloud is the shape of fragmentation.
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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.