Everyone agrees + deep supply → healthy
▸ Panel signature · what AI saw, what we compared against
Aggregator action: category vocabulary consolidating · default surface OK.
Where you rank in Power Supplies
34 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.
AI ≈ OEM
34 brandsAI talks about these brands in OEM-side terms.slug cos 0.93
- #15ti.comn=32/4 vantages
- #2murata.comn=134/4 vantages
- #21kyocera-avx.comn=22/4 vantages
- #14yageo.comn=33/4 vantages
- #15renesas.comn=32/4 vantages
- #8monolithicpower.comn=84/4 vantages
AI ≈ DIST
0 brandsAI talks about these brands in distributor-catalog terms.
AI ≈ AGG
0 brandsAI talks about these brands in aggregator-discovery terms.
AI ≈ SEARCH
0 brandsAI talks about these brands in buyer-search terms.
What buyers actually search for — Power Supplies
AI's vocabulary for this category does not currently match buyer-search. These are the buyer queries — the language AI is not yet echoing.
Brands competing at this category (7 with coverage · 51 thinly observed)
Sorted by lowest convergence score = widest arbitrage opportunity. n-chip = number of reference frames (of 4) that observed this brand.
▸show 51 brands with thin signal(observed in fewer than 3 of 4 reference frames — directional only)
Other brands competing here (8)
Brand category peers — Qwen-grounded list of other brands competing in this Kim category. Category-level peers, NOT SKU-level drop-in replacements. Sourcing-desk starting point. 4 observed in our W19 polling cohort. 4 not yet polled — flagged for next ingest pass.
Broker action panel · brand × 5-vantage
Each brand scored across five independent observers — AI / OEM / Distributor / Aggregator / Buyer-search. Brands where vantages disagree are where the routing premium lives.
Channel says yes; buyers do not search for it. The classic stays-on-shelf signal.
Counterparties holding this inventory will be stressed — buy on stress, not at list. Do not add to your own inventory exposure unless you have a pre-arranged industrial buyer; this line is slow on the shelf.
Channel says yes; buyers do not search for it. The classic stays-on-shelf signal.
Counterparties holding this inventory will be stressed — buy on stress, not at list. Do not add to your own inventory exposure unless you have a pre-arranged industrial buyer; this line is slow on the shelf.
Channel says yes; buyers do not search for it. The classic stays-on-shelf signal.
Counterparties holding this inventory will be stressed — buy on stress, not at list. Do not add to your own inventory exposure unless you have a pre-arranged industrial buyer; this line is slow on the shelf.
Channel says yes; buyers do not search for it. The classic stays-on-shelf signal.
Counterparties holding this inventory will be stressed — buy on stress, not at list. Do not add to your own inventory exposure unless you have a pre-arranged industrial buyer; this line is slow on the shelf.
OEM-claimed, distributor coverage thin, buyer-vantage quiet
Distributors have not indexed this brand at this leaf. Direct OEM relationship required; distributor route is weak. Buyer interest may exist but cannot be served through the standard channel.
OEM-claimed, distributor coverage thin, buyer-vantage quiet
Distributors have not indexed this brand at this leaf. Direct OEM relationship required; distributor route is weak. Buyer interest may exist but cannot be served through the standard channel.
OEM-claimed, distributor coverage thin, buyer-vantage quiet
Distributors have not indexed this brand at this leaf. Direct OEM relationship required; distributor route is weak. Buyer interest may exist but cannot be served through the standard channel.
OEM-claimed, distributor coverage thin, buyer-vantage quiet
Distributors have not indexed this brand at this leaf. Direct OEM relationship required; distributor route is weak. Buyer interest may exist but cannot be served through the standard channel.
OEM-claimed, distributor coverage thin, buyer-vantage quiet
Distributors have not indexed this brand at this leaf. Direct OEM relationship required; distributor route is weak. Buyer interest may exist but cannot be served through the standard channel.
OEM-claimed, distributor coverage thin, buyer-vantage quiet
Distributors have not indexed this brand at this leaf. Direct OEM relationship required; distributor route is weak. Buyer interest may exist but cannot be served through the standard channel.
OEM-claimed, distributor coverage thin, buyer-vantage quiet
Distributors have not indexed this brand at this leaf. Direct OEM relationship required; distributor route is weak. Buyer interest may exist but cannot be served through the standard channel.
OEM-claimed, distributor coverage thin, buyer-vantage quiet
Distributors have not indexed this brand at this leaf. Direct OEM relationship required; distributor route is weak. Buyer interest may exist but cannot be served through the standard channel.
OEM-claimed, distributor coverage thin, buyer-vantage quiet
Distributors have not indexed this brand at this leaf. Direct OEM relationship required; distributor route is weak. Buyer interest may exist but cannot be served through the standard channel.
OEM-claimed, distributor coverage thin, buyer-vantage quiet
Distributors have not indexed this brand at this leaf. Direct OEM relationship required; distributor route is weak. Buyer interest may exist but cannot be served through the standard channel.
OEM-claimed, distributor coverage thin, buyer-vantage quiet
Distributors have not indexed this brand at this leaf. Direct OEM relationship required; distributor route is weak. Buyer interest may exist but cannot be served through the standard channel.
OEM-claimed, distributor coverage thin, buyer-vantage quiet
Distributors have not indexed this brand at this leaf. Direct OEM relationship required; distributor route is weak. Buyer interest may exist but cannot be served through the standard channel.
OEM-claimed, distributor coverage thin, buyer-vantage quiet
Distributors have not indexed this brand at this leaf. Direct OEM relationship required; distributor route is weak. Buyer interest may exist but cannot be served through the standard channel.
AI-named with measurable buyer interest, but no channel evidence at this leaf
Validate this brand actually operates at this leaf before adding to your sourcing universe. AI named it; our polling cohort did not see it here.
AI-named with measurable buyer interest, but no channel evidence at this leaf
Validate this brand actually operates at this leaf before adding to your sourcing universe. AI named it; our polling cohort did not see it here.
AI-named, no channel evidence, no buyer-search activity at this leaf
Validate this brand actually operates at this leaf before adding to your sourcing universe. AI named it; our polling cohort did not see it here.
AI-named, no channel evidence, no buyer-search activity at this leaf
Validate this brand actually operates at this leaf before adding to your sourcing universe. AI named it; our polling cohort did not see it here.
3 of 5 vantages present — no headline divergence
Channel-validated. No striking vantage divergence. Standard sourcing and price-competitive routing apply.
3 of 5 vantages present — no headline divergence
Channel-validated. No striking vantage divergence. Standard sourcing and price-competitive routing apply.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 2 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 2 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 2 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
Thin coverage — 1 of 5 vantages present
Low-confidence presence at this leaf. Defer routing decisions until coverage strengthens, or check whether the brand actually operates at this exact category vs an adjacent one.
bucket classification: rule-based on (AI, OEM, Dist, Agg) presence + buyer-search-volume threshold (≥100/mo)
Manufacturing footprint
849 manufacturing facilities · 224 distinct brands · 32 countries. Each facility's top category match is from centroid cosine similarity. Cross-validation against SEC 10-K Item 2 begins W21.