AI Memory Verdict · Aggregator lens · 2026-W19
Everyone agrees + deep supply → healthy
HOLDSTABLEAI ≈ distributor language· cos 0.97
▸ Panel signature · what AI saw, what we compared against
AI: 7 textsOEM: 2DIST: 3AGG: 1SEARCH: 10
cohort disagreement: 17.6%
1024-dimensional centroid embeddings · all numbers reproducible from methodology
Aggregator action: category vocabulary consolidating · default surface OK.
dc-dc-converters· level 2· tier A· 3 children· 18,231 SKUs measured· 125 observations · 5 vantagesavailable
Where you rank in DC-DC Converters
21 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=15
tracopower.com
AI ≈ DIST
#2n=14
vicor.com
AI ≈ DIST
#3n=12
monolithicpower.com
AI ≈ DIST
AI ≈ OEM
0 brandsAI talks about these brands in OEM-side terms.
No brand AI-anchored to this frame for this category.
AI ≈ DIST
21 brandsAI talks about these brands in distributor-catalog terms.slug cos 0.97
- #9ti.comn=32/4 vantages
- #4murata.comn=94/4 vantages
- #13renesas.comn=22/4 vantages
- #3monolithicpower.comn=124/4 vantages
- #9schaffner.comn=32/4 vantages
- #2vicor.comn=144/4 vantages
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 — DC-DC Converters
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
dc_dc15KLOW
buck converter9.9KMEDIUM
ac dc dc converter9.9KHIGH
ac dc to dc converter9.9KHIGH
buck to buck converter9.9KMEDIUM
12v dc dc power supply6.6KHIGH
dc-dc converters4.4KMEDIUM
dc dc converters4.4KMEDIUM
dc-dc-converters4.4KMEDIUM
dc voltage converter4.4KMEDIUM
Sub-categories (3)
What you unlock
DC-DC Converters — paid-tier surface
◧42 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.
◳34 manufacturing facilities · 27 brands · 11 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.