AI Memory Verdict · OEM lens · 2026-W19
Everyone agrees + deep supply → healthy
HOLDCAPTUREAI ≈ distributor language· cos 0.94partial · missing AGG
▸ Panel signature · what AI saw, what we compared against
AI: 8 textsOEM: 2DIST: 1AGG: 0SEARCH: 10
cohort disagreement: 24.1%
1024-dimensional centroid embeddings · all numbers reproducible from methodology
OEM action: AI hears the channel, not you · reclaim category vocabulary.
tvs-diodes· level 3· tier B· leaf· 86,358 SKUs measured· 73 observations · 4 vantagesavailable
Where you rank in TVS Diodes
16 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=10
littelfuse.com
AI ≈ DIST
#2n=5
bourns.com
AI ≈ DIST
#3n=4
vishay.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
16 brandsAI talks about these brands in distributor-catalog terms.slug cos 0.94
- #4ti.comn=32/4 vantages
- #3vishay.comn=43/4 vantages
- #4murata.comn=32/4 vantages
- #4kyocera-avx.comn=32/4 vantages
- #10yageo.comn=22/4 vantages
- #4renesas.comn=32/4 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 — TVS Diodes
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
tvs diodes3.6KLOW
tvs-diodes3.6KLOW
transient voltage suppression diode3.6KLOW
transorb diode3.6KLOW
transzorb diode3.6KLOW
transil diode3.6KLOW
transient suppression diode3.6KLOW
suppression diode3.6KLOW
transient diode3.6KLOW
transient voltage diode3.6KLOW
What you unlock
TVS Diodes — paid-tier surface
◧31 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.
◳20 manufacturing facilities · 11 brands · 6 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 tvs-diodes data layer.
Sign inPublic preview · counts only · no brand names, scores, or specific facility data shown
New surface · paid tier
See TVS Diodes as a physics field.
Each of the 31 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.