AI Memory Verdict · Aggregator lens · 2026-W19
AI consolidated + supply thin → hedge
HEDGESTABLEAI ≈ buyer-search language· cos 0.76partial · missing OEM/DIST/AGG
▸ Panel signature · what AI saw, what we compared against
AI: 10 textsOEM: 0DIST: 0AGG: 0SEARCH: 10
cohort disagreement: 37.6%
1024-dimensional centroid embeddings · all numbers reproducible from methodology
Aggregator action: category vocabulary consolidating · default surface OK.
cplds· level 3· tier A· leaf· 4,229 SKUs measured· 18 observations · 1 vantagesavailable
Where you rank in Embedded - CPLDs
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=5
latticesemi.com
AI ≈ SEARCH
#2n=2
macronix.com
AI ≈ SEARCH
#3n=1
winbond.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
3 brandsAI talks about these brands in buyer-search terms.slug cos 0.76
- #3winbond.comn=11/4 vantages
- #1latticesemi.comn=51/4 vantages
- #2macronix.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 — Embedded - CPLDs
AI's vocabulary for this category is closest to buyer-search. These are the queries shaping that memory.
buyer querymonthly searchescompetition
cplds1.3KLOW
complex programmable logic devices cpld1.3KLOW
xilinx cplds50LOW
cpld digikey10—
digikey cpld10HIGH
formation cplds10—
xilinx coolrunner ii cpld10LOW
xilinx cpld programmieren10—
What you unlock
Embedded - CPLDs — paid-tier surface
◧9 brands competing here
Per-brand convergence scores, vantage coverage, full sourcing-card drill-down per brand.
◨6 brand category peers identified
Qwen-grounded peers with rationale, confidence, and verify_targets per peer.
◳793 manufacturing facilities · 356 brands · 39 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
New surface · paid tier
See Embedded - CPLDs as a physics field.
Each of the 9 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.