AI Memory Verdict · Broker lens · 2026-W19
Everyone agrees + deep supply → healthy
HOLDHOLDAI ≈ OEM language· cos 0.86partial · missing DIST/AGG
▸ Panel signature · what AI saw, what we compared against
AI: 8 textsOEM: 1DIST: 0AGG: 0SEARCH: 10
cohort disagreement: 20.5%
1024-dimensional centroid embeddings · all numbers reproducible from methodology
Broker action: channel intact · no action this week.
automotive-electronics· level 1· tier B· leaf· ai-derived category· 204 observations · 3 vantagesavailable
Where you rank in Automotive Electronics
39 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=8
renesas.com
AI ≈ OEM
#1n=8
qualcomm.com
AI ≈ OEM
#3n=7
samsungsem.com
AI ≈ OEM
AI ≈ OEM
39 brandsAI talks about these brands in OEM-side terms.slug cos 0.86
- #28ti.comn=22/4 vantages
- #28kyocera-avx.comn=22/4 vantages
- #18yageo.comn=32/4 vantages
- #1renesas.comn=82/4 vantages
- #18monolithicpower.comn=32/4 vantages
- #11skyworksinc.comn=42/4 vantages
AI ≈ DIST
0 brandsAI talks about these brands in distributor-catalog terms.
No brand AI-anchored to this frame for this category.
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 — Automotive Electronics
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
car audio store near me91KMEDIUM
car radio store near me12KMEDIUM
pioneer car audio8.1KMEDIUM
pioneer stereo car stereo8.1KHIGH
car entertainment system repair5.4KLOW
auto electrical connectors3.6KHIGH
car stereo store near me3.6KMEDIUM
car electrical connectors3.6KHIGH
electronic control module in car3.6KLOW
remote key for car2.4KHIGH
What you unlock
Automotive Electronics — paid-tier surface
◧63 brands competing here
Per-brand convergence scores, vantage coverage, full sourcing-card drill-down per brand.
◨8 brand category peers identified
Qwen-grounded peers with rationale, confidence, and verify_targets per peer.
◳1,381 manufacturing facilities · 408 brands · 53 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 automotive-electronics data layer.
Sign inPublic preview · counts only · no brand names, scores, or specific facility data shown
New surface · paid tier
See Automotive Electronics as a physics field.
Each of the 63 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.