CategoryRank — AI is becoming the new category layer
AI Memory Verdict · OEM lens · 2026-W19
OEMBrokerDistributorAggregator

Everyone agrees + deep supply → healthy

HOLDDEFENDAI ≈ OEM language· cos 0.78partial · missing DIST/AGG/SEARCH
▸ Panel signature · what AI saw, what we compared against
AI: 3 textsOEM: 1DIST: 0AGG: 0SEARCH: 0
cohort disagreement: 29.0%
1024-dimensional centroid embeddings · all numbers reproducible from methodology

OEM action: AI hears you correctly · keep marketing investment intact.

optical-encoders· level 2· tier B· leaf· 360,547 SKUs measured· 34 observations · 3 vantagesavailable

Where you rank in Optical Encoders

5 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
samtec.com
AI ≈ OEM
n=3
#2
anaren.com
AI ≈ OEM
n=1
#2
marvell.com
AI ≈ OEM
n=1

AI ≈ OEM

5 brands

AI talks about these brands in OEM-side terms.slug cos 0.78

  • #1
    samtec.com
    n=3
    2/4 vantages
  • #2
    anaren.com
    n=1
    1/4 vantages
  • #2
    marvell.com
    n=1
    1/4 vantages
  • #2
    semtech.com
    n=1
    1/4 vantages
  • #2
    mrcy.com
    n=1
    1/4 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
What you unlock

Optical Encoders — paid-tier surface

🔒 paid tier
◧29 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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Public preview · counts only · no brand names, scores, or specific facility data shown
New surface · paid tier
See Optical Encoders 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-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.