AI Memory Verdict · Broker lens · 2026-W19
Everyone agrees + deep supply → healthy
HOLDHOLDAI ≈ buyer-search language· cos 0.83partial · missing OEM/DIST/AGG
▸ Panel signature · what AI saw, what we compared against
AI: 8 textsOEM: 0DIST: 0AGG: 0SEARCH: 5
cohort disagreement: 24.1%
1024-dimensional centroid embeddings · all numbers reproducible from methodology
Broker action: channel intact · no action this week.
linear-analog-ics· level 1· tier A· 8 children· 66,959 SKUs measured· 83 observations · 4 vantagesavailable
Where you rank in Linear / Analog ICs
17 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=7
renesas.com
AI ≈ SEARCH
#2n=6
ti.com
AI ≈ SEARCH
#3n=4
cypress.com
AI ≈ SEARCH
AI ≈ OEM
0 brandsAI talks about these brands in OEM-side terms.
No brand AI-anchored to this frame for this category.
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
17 brandsAI talks about these brands in buyer-search terms.slug cos 0.83
- #2ti.comn=63/4 vantages
- #9vishay.comn=22/4 vantages
- #1renesas.comn=72/4 vantages
- #4skyworksinc.comn=32/4 vantages
- #4schaffner.comn=32/4 vantages
- #10toshiba.semicon-storage.comn=21/4 vantages
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 — Linear / Analog ICs
AI's vocabulary for this category is closest to buyer-search. These are the queries shaping that memory.
buyer querymonthly searchescompetition
adp7158acpz 3.3 r710LOW
adm7170acpz 5.0 r710LOW
Sub-categories (8)
Instrumentation Amplifiers
25 brands · 7 forms · top 53%
Operational Amplifiers
25 brands · 6 forms · top 72%
Comparators
34 brands · 10 forms · top 36%
Audio Amplifiers
32 brands · 10 forms · top 39%
Operational Amplifiers (Op Amps)
33 brands · 7 forms · top 46%
Video Amplifiers
24 brands · 5 forms · top 81%
Differential Amplifiers
4 brands · 5 forms · top 20%
Current Sense Amplifiers
31 brands · 5 forms · top 50%
What you unlock
Linear / Analog ICs — paid-tier surface
◧41 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.
◳275 manufacturing facilities · 91 brands · 32 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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Sign inPublic preview · counts only · no brand names, scores, or specific facility data shown
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.