AI Memory Verdict · OEM lens · 2026-W19
AI vantage missing — cannot classify; needs cohort substrate expansion
INSUFFICIENT_DATAINSUFFICIENT_DATAAI vantage missing
▸ Panel signature · what AI saw, what we compared against
AI: 0 textsOEM: 0DIST: 1AGG: 0SEARCH: 10
1024-dimensional centroid embeddings · all numbers reproducible from methodology
OEM action: panel too thin to classify · cohort substrate must expand.
flip-flops· level 2· tier B· leaf· 19,255 SKUs measured· 23 observations · 2 vantagesavailable
Brands AI associates with Flip-Flops
No brand-attribution coverage in 2026-W19. Either the panel is below the meaningful-presence threshold or no brand has slug_closest_frame resolved here.
Buyer-search vocabulary · week 2026-W19
source · Google Keyword Planner data
What buyers actually search for — Flip-Flops
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
nike slides201KHIGH
slides shoes nike201KHIGH
flip-flops110KHIGH
flip flops110KHIGH
nike slides men61KHIGH
slides for men nike61KHIGH
oofos slide sandals50KHIGH
havaianas flip flops41KHIGH
womens gucci slides41KHIGH
gucci slides men33KHIGH
What you unlock
Flip-Flops — paid-tier surface
◧21 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.
◳59 manufacturing facilities · 57 brands · 12 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 flip-flops data layer.
Sign inPublic preview · counts only · no brand names, scores, or specific facility data shown
New surface · paid tier
See Flip-Flops as a physics field.
Each of the 21 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.