AI Memory Verdict · OEM lens · 2026-W19

Everyone agrees + deep supply → healthy

HOLDDEFENDAI ≈ OEM language· cos 0.96
▸ Panel signature · what AI saw, what we compared against
AI: 6 textsOEM: 3DIST: 1AGG: 2SEARCH: 10
cohort disagreement: 14.9%
1024-dimensional centroid embeddings · all numbers reproducible from methodology

OEM action: AI hears you correctly · keep marketing investment intact.

microcontrollers· level 2· tier A· leaf· 54,607 SKUs measured· 80 observations · 5 vantagesavailable

Where you rank in Microcontrollers

22 brands · 2026-W19

For 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
#1
ti.com
AI ≈ OEM
n=7
#2
renesas.com
AI ≈ OEM
n=7
#3
microchip.com
AI ≈ OEM
n=5

AI ≈ OEM

22 brands

AI talks about these brands in OEM-side terms.slug cos 0.96

  • #1
    ti.com
    n=7
    5/4 vantages
  • #2
    renesas.com
    n=7
    4/4 vantages
  • #7
    monolithicpower.com
    n=2
    2/4 vantages
  • #7
    analog.com
    n=2
    2/4 vantages
  • #7
    onsemi.com
    n=2
    2/4 vantages
  • #3
    microchip.com
    n=5
    2/4 vantages

AI ≈ DIST

0 brands

AI talks about these brands in distributor-catalog terms.

No brand AI-anchored to this frame for this category.

AI ≈ AGG

0 brands

AI talks about these brands in aggregator-discovery terms.

No brand AI-anchored to this frame for this category.

AI ≈ SEARCH

0 brands

AI 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 — Microcontrollers

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
mcus165KLOW
arduino platform91KMEDIUM
arduino uno18KHIGH
arduino nano12KHIGH
microcontrollers9.9KLOW
microcontroller processor9.9KLOW
stm328.1KMEDIUM
arduino board5.4KHIGH
arduino mega4.4KHIGH
arduino uno r34.4KHIGH
ranked desc by monthly searches · seed term dropped (always #1, uninteresting) · top 10 of 10 pulled · total monthly volume shown: 328K
peak: mcus @ 165K searches/month · methodology and full caveats at /methodology
Atoms × Bits · 4th-axis lens
source · SEC 10-K filings · cohort tier-1

Microcontrollers: AI routes attention. Physics routes atoms.

We measure both. Below — what AI hears about this category, and what the brands themselves told the SEC about where it is actually made.

Semantic axis · AI memory verdict
AI ≈ OEM language· cos 0.96
quadrant: HOLD
From AI's vocabulary alone, this category reads as a settled, channel-coherent name.
Location axis · supply-chain dependency
TSMC dominates wafer supply.
3 of 3 disclosing brands name TSMC.
Sits on the Taiwan Strait· baseline risk 85/100. Maritime passage between Taiwan and Fujian China; ~50% of global container traffic transits adjacent waters
What this means · Microcontrollers

TSMC concentration here means a Taiwan Strait disruption directly hits the cohort's flagship MCU fab base (3 of 3 disclosing brands — Analog Devices, Broadcom, NXP — name TSMC as foundry of record). Substitution requires multi-quarter requalification cycles; brokers should expect immediate quote pressure on TI / Microchip / ST adjacencies in the same disruption window.

Receipts — the brands' own SEC filings
analog.comADISingle-source dependency
10-K · 2025-11-25
We currently source more than half of our wafer requirements annually from third-party wafer fabrication foundries, such as Taiwan Semiconductor Manufacturing Company (TSMC) and others.
broadcom.comAVGOSingle-source dependency
10-K · 2025-12-18
During fiscal year 2025, approximately 95% of the wafers manufactured by our CMs were produced by TSMC.
nxp.comNXPICapacity contention
10-K · 2026-02-19
Our SSMC wafer fab facility, which produces 8 inch wafers, is jointly owned by TSMC and ourselves.
AI memory cannot read a 10-K supply-chain disclosure. The category appears healthy in AI's vocabulary; the disclosing brands themselves describe a single-point-of-failure on a known chokepoint. Two axes, one truth.
What you unlock

Microcontrollers — paid-tier surface

🔒 paid tier
47 brands competing here
Per-brand convergence scores, vantage coverage, full sourcing-card drill-down per brand.
8 brand category peers identified
Qwen-grounded peers with rationale, confidence, and verify_targets per peer.
204 manufacturing facilities · 40 brands · 31 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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Public preview · counts only · no brand names, scores, or specific facility data shown
New surface · paid tier
See Microcontrollers as a physics field.
Each of the 47 brands competing here becomes a particle, pulled toward the vantages that observed it. The shape of the cloud is the shape of fragmentation.
Open field view →
substrate · 21 weeks · 26.4M AI observations · 35,746 brands · 2025-W512026-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.