AI Memory Verdict · Distributor lens · 2026-W19
Everyone agrees + deep supply → healthy
HOLDSTABLEAI ≈ aggregator language· cos 0.94partial · missing DIST
▸ Panel signature · what AI saw, what we compared against
AI: 7 textsOEM: 1DIST: 0AGG: 1SEARCH: 10
cohort disagreement: 11.8%
1024-dimensional centroid embeddings · all numbers reproducible from methodology
Distributor action: channel consensus intact · maintain shelf-space.
ldo-regulators· level 2· tier A· leaf· 48,110 SKUs measured· 49 observations · 4 vantagesavailable
Where you rank in LDO Regulators
5 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=4
ti.com
AI ≈ AGG
#1n=4
monolithicpower.com
AI ≈ AGG
#3n=2
toshiba.semicon-storage.com
AI ≈ AGG
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
5 brandsAI talks about these brands in aggregator-discovery terms.slug cos 0.94
- #1ti.comn=43/4 vantages
- #1monolithicpower.comn=43/4 vantages
- #3toshiba.semicon-storage.comn=21/4 vantages
- #5maximintegrated.comn=11/4 vantages
- #3mrcy.comn=21/4 vantages
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 — LDO Regulators
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
a ldo368KHIGH
ldo12KLOW
low dropout regulator12KLOW
dropout regulator12KLOW
ldo low dropout12KLOW
ldo low dropout regulator12KLOW
linear dropout regulator12KLOW
low dropout12KLOW
ldo motors590LOW
ldo voltage regulator390LOW
What you unlock
LDO Regulators — paid-tier surface
◧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.
◳5 manufacturing facilities · 5 brands · 4 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 ldo-regulators data layer.
Sign inPublic preview · counts only · no brand names, scores, or specific facility data shown
New surface · paid tier
See LDO Regulators 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.
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.