AI Memory Verdict · Aggregator lens · 2026-W19
Everyone agrees + deep supply → healthy
HOLDSTABLEAI ≈ OEM language· cos 0.91partial · missing DIST/AGG
▸ Panel signature · what AI saw, what we compared against
AI: 2 textsOEM: 1DIST: 0AGG: 0SEARCH: 10
cohort disagreement: 32.8%
1024-dimensional centroid embeddings · all numbers reproducible from methodology
Aggregator action: category vocabulary consolidating · default surface OK.
level-shifters· level 2· tier B· leaf· 29,000 SKUs measured· 30 observations · 3 vantagesavailable
Where you rank in Level Shifters
3 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=3
anaren.com
AI ≈ OEM
#2n=2
skyworksinc.com
AI ≈ OEM
#3n=1
mrcy.com
AI ≈ OEM
AI ≈ OEM
3 brandsAI talks about these brands in OEM-side terms.slug cos 0.91
- #2skyworksinc.comn=22/4 vantages
- #1anaren.comn=31/4 vantages
- #3mrcy.comn=11/4 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 — Level Shifters
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
logic level shifter590MEDIUM
logic level converter260MEDIUM
logic shifter260LOW
i2c level shifter210HIGH
i2c level translator210HIGH
3.3 v to 5v level shifter170HIGH
bidirectional level shifter170MEDIUM
level translator 3.3 v to 5v170HIGH
mosfet level shifter140LOW
mosfet level translator140LOW
What you unlock
Level Shifters — paid-tier surface
◧25 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.
◳12 manufacturing facilities · 6 brands · 8 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 level-shifters data layer.
Sign inPublic preview · counts only · no brand names, scores, or specific facility data shown
New surface · paid tier
See Level Shifters as a physics field.
Each of the 25 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.