AI Memory Verdict · Aggregator lens · 2026-W19
Everyone agrees + deep supply → healthy
HOLDSTABLEAI ≈ OEM language· cos 0.99partial · missing DIST/AGG
▸ Panel signature · what AI saw, what we compared against
AI: 5 textsOEM: 2DIST: 0AGG: 0SEARCH: 10
cohort disagreement: 12.4%
1024-dimensional centroid embeddings · all numbers reproducible from methodology
Aggregator action: category vocabulary consolidating · default surface OK.
op-amps· level 3· tier A· leaf· 18,481 SKUs measured· 70 observations · 3 vantagesavailable
Where you rank in Operational Amplifiers (Op Amps)
9 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
ti.com
AI ≈ OEM
#2n=8
rohm.com
AI ≈ OEM
#3n=5
analog.com
AI ≈ OEM
AI ≈ OEM
9 brandsAI talks about these brands in OEM-side terms.slug cos 0.99
- #1ti.comn=103/4 vantages
- #5monolithicpower.comn=22/4 vantages
- #3analog.comn=52/4 vantages
- #4st.comn=42/4 vantages
- #7sanken-ele.co.jpn=11/4 vantages
- #6maximintegrated.comn=21/4 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 — Operational Amplifiers (Op Amps)
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
op amps8.1KLOW
op-amps8.1KLOW
opamp8.1KLOW
0p amp8.1KLOW
omp amplifier8.1KLOW
operational amp8.1KLOW
non inverting op amp3.6KLOW
differential opamp3.6KLOW
inverting and non inverting op amp3.6KLOW
inverting and noninverting op amp3.6KLOW
What you unlock
Operational Amplifiers (Op Amps) — paid-tier surface
◧33 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.
◳48 manufacturing facilities · 39 brands · 15 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 op-amps data layer.
Sign inPublic preview · counts only · no brand names, scores, or specific facility data shown
New surface · paid tier
See Operational Amplifiers (Op Amps) as a physics field.
Each of the 33 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.