AI Hardware Bottleneck Board — eight bottlenecks, judged weekly

Eight AI hardware bottlenecks — CoWoS-L advanced packaging at TSMC, HBM, HBM base dies on foundry logic, TSMC N3, large ABF substrates, T-glass, InP lasers and test equipment (ATE) — each judged weekly from company filings and earnings calls. Every bottleneck carries a dated state, the same standard numbers (lead time, price change, share of output under contract, customer deposits, capacity and timing) and graded evidence: A for a filing or the company’s own words, B for two or more independent outlets, C for a single outlet, D for an echo that never counts as independent.

Semiconductor Supply Chain Explorer — Chokepoints, Country Risk, and Dependencies

Interactive visualization of the semiconductor supply chain showing critical chokepoint nodes across equipment, materials, and components. The upstream supply chain treemap covers Tier 1 equipment suppliers (ASML with 100% EUV lithography monopoly, Applied Materials, Lam Research, KLA, Tokyo Electron, Advantest), Tier 2 materials (Japanese companies control over 90% of EUV photoresists via TOK, JSR, and Shin-Etsu; AGC and Hoya duopoly holds 93% of EUV mask blanks; Ajinomoto has a 95%+ monopoly on ABF substrate film), and Tier 3 sub-components (Carl Zeiss SMT with 100% monopoly on EUV optics, TRUMPF as sole EUV drive laser supplier).

Fabrication and Memory Geographic Concentration

The Country Risk heatmap reveals extreme geographic concentration in chip fabrication and memory production. TSMC controls approximately 90% of advanced logic chip production below 7nm and 60% of all foundry revenue. Taiwan-based companies account for 67% of total foundry output and 85% of advanced packaging (CoWoS and InFO). In memory, South Korea dominates with Samsung and SK Hynix controlling 71% of DRAM, 83% of HBM (High Bandwidth Memory) revenue in Q2 2026, and 53% of NAND Flash. SK Hynix alone took 50% of HBM revenue (Counterpoint Research). Micron (US) is the only non-Korean DRAM producer at 25% share. China holds 6% of foundry share via SMIC and 5% of NAND via YMTC, but faces severe equipment access restrictions.

Supply Chain Risk Analysis Features

Explore 7 countries across 6 supply chain categories (Fabrication, Memory, Equipment, Materials, Components, Raw Materials). View chokepoint rankings for 12 critical nodes where a single company controls over 50% of global supply. Review 7 historical disruption case studies from 2011 to 2024, including the Tohoku earthquake, Japan-Korea trade dispute, TSMC photoresist contamination, Renesas fire, Texas Winter Storm, neon gas crisis, and Taiwan earthquake — with estimated costs and recovery timelines.

Bottleneck boardLast judged Oct 4, 2026, 02:43 UTC · rules v3

AI Hardware Bottlenecks

Eight points where AI accelerator supply can stall, each judged weekly from filings and the companies’ own words. Every number carries an evidence grade, and a state moves only on A or B evidence. Earlier states are kept, not overwritten.

Read the October 2026 analysis →Use it from an AI agentHow we grade

Sold out1Allocated3Tight1Balanced1Watch2· Moved since the first judgment: Large ABF substrates, Test equipment

Optics

InP lasers (pump, high-power)

Sold out

Unchanged since tracking began Oct 3, 2026 · last judged Oct 4, 2026

Open-ended — no end date given.

Lumentum expects to stay effectively sold out despite rapid capacity expansion; the next constraint up the chain is InP substrate.A

“we will remain effectively sold out for the foreseeable future despite our rapid capacity expansion”

Lumentum FQ4 2026 call (Investing.com transcript), Aug 11, 2026

Lead time
No verified figure
Price change
No verified figure
Share under contract
Most long-term agreements are three-year take-or-payA Lumentum FQ4 2026 call (Investing.com transcript), Aug 11, 2026
Customer deposits
Lumentum deferred revenue and customer deposits $0.7M → $16.8M (Jun 2025 → Jun 2026)A Lumentum (via SEC EDGAR), Aug 2026
Capacity and timing
Pump-laser shipments to rise about 4x within a few quartersA Lumentum FQ4 2026 call (Investing.com transcript), Aug 11, 2026

What would change it

InP substrate supply.

Next checkpoint

Lumentum fiscal Q1 2027 results

Judgment history (2)
  1. Oct 4, 2026, 02:43 UTCSold outrules v2

    Confirmed: no new A or B evidence that would move it.

  2. Oct 3, 2026, 22:22 UTCSold out

    Baseline judgment (first weekly packet).

Advanced packaging

CoWoS-L advanced packaging (TSMC)

Allocated

Unchanged since tracking began Oct 3, 2026 · last judged Oct 4, 2026

TSMC’s CEO said packaging capacity is limiting customers’ growth — a rationing statement. TSMC has not said “sold out” on its 2026 calls.A

“Our packaging capacity is so tight that now it’s limiting my customers’ growth.”

TSMC Q2 2026 call (Investing.com transcript), Jul 16, 2026

Lead time
No verified figure — TSMC publishes no lead times; the booking windows quoted in trade reports are single-sourced.
Price change
No verified figure
Share under contract
NVIDIA ~60% of 2026 CoWoS wafer demand (Morgan Stanley estimate)C 36Kr (citing Morgan Stanley), Dec 2025
Customer deposits
Payments to retain TSMC capacity NT$149.7B → NT$234.2B in Q2 2026 (+56%); company-wideA TSMC (via SEC EDGAR), Aug 2026
Capacity and timing
~75–80k wafers/month (end-2025) → 120–130k target (end-2026); TSMC does not discloseC TrendForce, Dec 8, 2025

What would change it

TSMC’s wording on its Q3 2026 call.

Next checkpoint

TSMC Q3 2026 earnings call · Oct 15, 2026

Judgment history (2)
  1. Oct 4, 2026, 02:42 UTCAllocatedrules v2

    Confirmed: no new A or B evidence that would move it.

  2. Oct 3, 2026, 22:21 UTCAllocated

    Baseline judgment (first weekly packet).

Memory

HBM (high-bandwidth memory)

Allocated

Unchanged since tracking began Oct 3, 2026 · last judged Oct 4, 2026

Micron: calendar-2027 HBM mostly contracted. SK hynix: 2027 still under discussion.

Micron has contracted the vast majority of its calendar-2027 HBM bits; SK hynix says 2027 volume and pricing are still under discussion.A

“We have completed agreements for the vast majority of our calendar 2027 HBM bit supply with significant price increases year-over-year.”

Micron FQ4 2026 call (Investing.com transcript), Sep 30, 2026 · SK hynix Q2 2026 call (Investing.com transcript), Jul 2026

Lead time
No verified figure
Price change
HBM3E contract prices about +20% in 2026; blended HBM prices about +120% for 2027 (TrendForce, Bernstein estimates)B TrendForce, Dec 24, 2025 · Seoul Economic Daily, Oct 1, 2026
Share under contract
Micron: “more than 75% of our output is already committed for 2027” — all of its memory output, not only HBMA Micron FQ4 2026 call (Investing.com transcript), Sep 30, 2026
Customer deposits
Micron non-current customer contract liabilities $568M → $12,895M (May 28 → Sep 3, 2026); Samsung contract liabilities ₩15.09T → ₩23.59T (Q2, company-wide); SK hynix ₩474.2B → ₩523.5B (Dec → Jun, about +10%)A Micron Technology (via SEC EDGAR), Sep 30, 2026 · Samsung Electronics, Jul 2026 · SK hynix (via SEC EDGAR), Aug 18, 2026
Capacity and timing
SK hynix: M15X fab input from Q1 2026, Yongin cluster from Q1 2027, Indiana packaging plant in 2H 2028A SK hynix (via SEC EDGAR), Jul 9, 2026

What would change it

SK hynix’s Q3 balance sheet; the start of 2028 negotiations.

Next checkpoint

SK hynix and Samsung Q3 2026 statements (late October)

Judgment history (2)
  1. Oct 4, 2026, 02:42 UTCAllocatedrules v2

    Confirmed: no new A or B evidence that would move it.

  2. Oct 3, 2026, 22:21 UTCAllocated

    Baseline judgment (first weekly packet).

Substrates

Large ABF substrates

Allocated

Moved from Watch on Oct 4, 2026 · last judged Oct 4, 2026

Ibiden, an IC-substrate specialist, nearly doubled its customer advances in one quarter and named them the main reason its liabilities rose.A

Ibiden (TDnet disclosure), Jul 31, 2026

Lead time
No verified figure
Price change
ABF film: no increase — the reported ~30% hike was officially deniedA Ajinomoto Fine-Techno, May 15, 2026
Share under contract
No verified figure
Customer deposits
Ibiden advances received ¥81.0B → ¥154.5B (Mar → Jun 2026, +91%)A Ibiden (TDnet disclosure), Jul 31, 2026
Capacity and timing
Ibiden ¥500B investment plan for FY2026–28A Ibiden, Feb 2, 2026

What would change it

Ibiden’s next quarterly advances; a substrate price change confirmed by the makers.

Next checkpoint

Ibiden Q2 FY2026 results

Judgment history (2)
  1. Oct 4, 2026, 02:42 UTCWatch→Allocatedrules v3

    Ibiden’s customer advances rose 91% in one quarter; under rules v3 a deposit surge at a supplier whose main business is this node counts as allocation evidence.

  2. Oct 3, 2026, 22:21 UTCWatch

    Baseline judgment (first weekly packet).

Materials

T-glass (low-CTE glass cloth)

Tight

Unchanged since tracking began Oct 3, 2026 · last judged Oct 4, 2026

Prices up 20–30% and laminate lead times stretched from 8–10 to 20+ weeks; Nittobo holds about 90% of supply. New capacity is still on schedule for FY2027.B

Tom's Hardware, 2026 · TrendForce Insights, 2026

Lead time
Copper-clad laminate 8–10 weeks → 20+ weeksB Tom's Hardware, 2026 · TrendForce Insights, 2026
Share under contract
No verified figure
Customer deposits
No verified figure — Nittobo’s statements carry no separate advances line.
Capacity and timing
First production Jan–Mar 2027; FY2027 mass production; investment brought forwardA Nitto Boseki (TDnet), Aug 29, 2025 · Nitto Boseki (TDnet), May 12, 2026 · Nitto Boseki, Aug 5, 2026

What would change it

Nittobo’s FY2027 mass-production start.

Next checkpoint

Nittobo new T-glass line start (FY2027)

Judgment history (2)
  1. Oct 4, 2026, 02:43 UTCTight

    Confirmed: no new A or B evidence that would move it.

  2. Oct 3, 2026, 22:21 UTCTight

    Baseline judgment (first weekly packet).

Test

Test equipment (ATE)

Balanced

Moved from Tight on Oct 4, 2026 · last judged Oct 4, 2026

Teradyne kept its 12–16-week tester lead times while more than doubling shipments.A

“we have more than doubled our UltraFLEXplus shipments over the last 9 months while sustaining our 12- to 16-week lead times.”

Teradyne Q1 2026 call (Motley Fool transcript), Apr 29, 2026

Lead time
Teradyne 12–16 weeks, unchanged while shipments doubledA Teradyne Q1 2026 call (Motley Fool transcript), Apr 29, 2026
Price change
No verified figure
Share under contract
No verified figure
Customer deposits
Advantest advance receipts +¥37.0B in Apr–Jun 2026, against +¥1.4B a year earlier (cash-flow line; no balance given)A Advantest, Jul 29, 2026
Capacity and timing
Advantest SoC tester capacity ~3,000 → 5,000+ units a year by March 2027B Bloomberg, Jan 28, 2026
  • Advantest on its capacity plans, Jul 29: “given the recent surge in demand, we are accelerating those efforts and pulling forward our original plans.”A Advantest, Jul 29, 2026

What would change it

An Advantest lead-time figure.

Next checkpoint

Advantest Q2 FY2026 results (late October)

Judgment history (2)
  1. Oct 4, 2026, 02:42 UTCTight→Balancedrules v2

    Teradyne’s lead times stayed at 12–16 weeks while shipments doubled; Advantest’s “6 to 18 months” is forecast visibility, not a lead time.

  2. Oct 3, 2026, 22:22 UTCTight

    Baseline judgment (first weekly packet).

Foundry logic

TSMC N3

Watch

Unchanged since tracking began Oct 3, 2026 · last judged Oct 4, 2026

TSMC is adding three N3 fabs for a multi-year demand pipeline, but has given no dated lead-time or utilization figure.A

“executing well on our global plan to add 3 additional 3 nanometer fabs”

TSMC Q2 2026 call (Investing.com transcript), Jul 16, 2026

Lead time
No verified figure
Price change
No verified figure — Reported 2027 price increases are single-sourced so far.
Share under contract
No verified figure
Customer deposits
Payments to retain TSMC capacity +56% in Q2 2026 — company-wide, so it moves nothing hereA TSMC (via SEC EDGAR), Aug 2026
Capacity and timing
Three more N3 fabs (Taiwan, Arizona, Japan); 5nm tools being convertedA TSMC Q2 2026 call (Investing.com transcript), Jul 16, 2026

What would change it

A dated lead-time or utilization statement from TSMC.

Next checkpoint

TSMC Q3 2026 earnings call · Oct 15, 2026

Judgment history (2)
  1. Oct 4, 2026, 02:43 UTCWatchrules v2

    Confirmed: no new A or B evidence that would move it.

  2. Oct 3, 2026, 22:22 UTCWatch

    Baseline judgment (first weekly packet).

Memory

HBM base die on foundry logic

Watch

Unchanged since tracking began Oct 3, 2026 · last judged Oct 4, 2026

Structural dependency: HBM4/HBM4E base dies move onto foundry logic processes.

SK hynix is reported to be weighing TSMC 3nm for HBM4E base dies, which would tie part of HBM supply to foundry N3 capacity.C

TrendForce, Mar 20, 2026

Lead time
No verified figure
Price change
No verified figure
Share under contract
No verified figure
Customer deposits
No verified figure
Capacity and timing
No verified figure

What would change it

Confirmation of the HBM4E base-die process.

Next checkpoint

HBM4E base-die process confirmation (2027 production)

Judgment history (2)
  1. Oct 4, 2026, 02:43 UTCWatch

    Confirmed: no new A or B evidence that would move it.

  2. Oct 3, 2026, 22:22 UTCWatch

    Baseline judgment (first weekly packet).

21 of 40 standard numbers have a verified figure (19 graded A or B). The rest stay blank rather than estimated.

Who is prepaying: customer deposits in the filings

Customers do not prepay for capacity they expect to get anyway. These lines come from the suppliers’ own balance sheets, as filed; currencies are not converted.

Company and line itemBeforeAfterChange
TSMCATemporary receipts from customers (payments to retain its capacity) TSMC (via SEC EDGAR), Aug 2026NT$149.7B (Mar 31)NT$234.2B (Jun 30)+56%; part due beyond 12 months NT$32.0B → NT$92.4BCompany-wide; not specific to CoWoS.
Samsung ElectronicsAContract liabilities Samsung Electronics, Jul 2026₩15.09T (Mar 31)₩23.59T (Jun 30)+56%Company-wide; the caption also includes accrued expenses.
MicronANon-current customer contract liabilities Micron Technology (via SEC EDGAR), Sep 30, 2026$568M (May 28)$12,895M (Sep 3)about 23x; $142M a year earlierNew line in the September quarter; the May comparative was restated from $422M.
SK hynixAContract liabilities (consolidated) SK hynix (via SEC EDGAR), Aug 18, 2026₩474.2B (Dec 31, 2025)₩523.5B (Jun 30)about +10%Its long-term agreements include deposits, but they do not show yet.

Repeated, but not in the filings

Claims that circulate as fact but failed against primary sources. We keep them on the record, marked.

For AI agents

The same board, with grades and source links, is open to agents with no key. MCP tool get_bottlenecks on https://siliconanalysts.com/api/mcp, or REST:

curl "https://siliconanalysts.com/api/v1/bottlenecks?node=hbm&include_history=true"

Filters: node, state, include_history. Cite as “Silicon Analysts — AI Hardware Bottleneck Board”. API docs

How we grade

  • A A filing or the company’s own words (earnings call, investor relations).
  • B Two or more independent outlets with their own reporting.
  • C A single outlet, or "reportedly".
  • D Re-written echo of another report — never counted as independent.
State rules
  • Sold outThe issuer says no capacity is left for a stated period (A), or 90% or more of the period is under contract (A/B).
  • AllocatedThe issuer says supply is limiting or rationing customers (A), or 75% or more of the period is under contract (A/B).
  • TightLead times at least 1.5x normal, an announced price rise of 10% or more, or utilization of 90% or more (B or better).
  • BalancedB-or-better numbers exist and none of the above holds; no price cuts.
  • LooseB-or-better evidence of price cuts, or lead times at or below normal.
  • WatchOnly C/D numbers so far, or a structural dependency without a shortage signal.
  • v1 Issuer wording such as “the vast majority” counts as 75% or more under contract, never as 90%.
  • v2 A deposits signal fires when A-grade customer deposits, contract liabilities or capacity-reservation receipts rise 50% or more in a quarter, or double in a year, and the company ties them to supply agreements. At a diversified company it never creates a state; it can lift a node that is already tight to allocated.
  • v3 When the company’s main business is the node itself (Ibiden for IC substrates, AXT for InP substrates), a deposits signal counts as evidence for allocated on its own.
  • v1 Falling deposits are shown but never used to loosen a state. A human judgment that differs from the rule result is allowed and recorded with its reason.
Supply ChainUpdated 2026-10-06

Supply Chain Chokepoint Explorer

The structural map behind the board: where a single company or country controls the supply. Drill from Tier 1 equipment through Tier 2 materials to Tier 3 sub-components.

12 critical upstream nodes where a single company controls >50% of supply

3 absolute monopolies (ASML, Zeiss, TRUMPF) · Japan controls 8 of 16 material categories · See Country Risk tab for foundry & memory concentration

Tile size = market share within this segment. Click a tile to see details. Click again to drill in.

Loading treemap…
extreme risk
high risk
moderate risk
low risk

Click a tile in the treemap to explore supply chain details

Tile size = market share within the segment

Data Sources

Data as of 2026-10-06. Market share figures are best available estimates from cited sources. Where sources conflict, ranges are used. See full research report for methodology.

Related Analysis

Understanding Semiconductor Supply Chain Risk

The semiconductor supply chain is one of the most complex and concentrated industrial ecosystems in the world. While headlines focus on TSMC, ASML, and Nvidia, the deepest vulnerabilities lie in Tier 2 materials and Tier 3 sub-components where market concentration is even more extreme. Japan alone controls over 90% of EUV photoresists, 93% of EUV mask blanks, and 95% of ABF substrate film — three categories where no alternatives exist at scale.

This tool visualizes these dependencies as an interactive treemap, allowing users to drill from the well-known equipment layer into the hidden material and component layers. Each node shows the dominant suppliers, country concentration, risk level, and whether alternatives exist. Historical disruption data from events like the 2011 Tohoku earthquake, 2019 Japan-Korea trade dispute, and the 2022 neon gas crisis illustrate the real-world consequences when these concentrated supply nodes are disrupted.

All benchmarks and data are derived from publicly available sources (earnings calls, press releases, analyst reports, regulatory filings). Figures are estimates for educational purposes only and should not be used as the sole basis for business or investment decisions. Supply chain concentration and market share figures are best-available estimates from cited sources. Full Terms & Data Provenance

Semiconductor Supply Chain FAQs

Which AI hardware bottlenecks are tightest right now?
On our bottleneck board (judged 2026-10-04): CoWoS-L advanced packaging (TSMC): allocated; HBM (high-bandwidth memory): allocated; InP lasers (pump, high-power): sold out; Large ABF substrates: allocated; T-glass (low-CTE glass cloth): tight; Test equipment (ATE): balanced; TSMC N3: watch; HBM base die on foundry logic: watch. A state moves only on A evidence (a filing or the company's own words) or B evidence (two independent outlets), and every earlier state is kept.
What are the biggest chokepoints in the semiconductor supply chain?
The most critical chokepoints are: ASML (100% of EUV lithography), Carl Zeiss SMT (100% of EUV optics), TRUMPF (100% of EUV drive lasers), Ajinomoto (>95% of ABF substrate film), AGC+Hoya (93% of EUV mask blanks), and Japanese companies controlling >90% of EUV photoresists. These nodes have no viable alternatives and lead times of 12-24+ months. Beyond equipment and materials, TSMC controls ~90% of advanced logic chip production (<7nm), making Taiwan the single largest geographic concentration risk.
Why is TSMC and Taiwan concentration a critical risk for semiconductors?
TSMC produces approximately 90% of the world's most advanced chips (<7nm), serving Apple, Nvidia, AMD, Qualcomm, and Broadcom. Taiwan-based companies (TSMC + UMC) account for ~67% of all foundry revenue and ~85% of advanced packaging (CoWoS for AI chips). A major disruption in Taiwan — from natural disasters (the island sits on a seismic fault line) or geopolitical escalation — could halt production of virtually all cutting-edge processors. TSMC's Arizona fab covers less than 5% of Taiwan capacity.
Why does Japan dominate semiconductor materials?
Japan controls 8 of 16 major material categories including photoresists (~70% overall, >90% EUV), silicon wafers (~51% via Shin-Etsu and SUMCO), EUV mask blanks (~93% via AGC and Hoya), ABF substrate film (>95% via Ajinomoto), ultra-high purity chemicals (~70% of semiconductor HF), and EUV pellicles (~60%). This dominance stems from decades of specialization in high-purity chemical manufacturing. Japan leveraged this in the 2019 trade dispute with Korea, restricting photoresist and HF exports to Samsung and SK Hynix.
Why is South Korea dominant in memory and HBM production?
Samsung and SK Hynix together control approximately 71% of global DRAM production and 83% of HBM (High Bandwidth Memory) revenue (Q2 2026, Counterpoint Research). SK Hynix alone took 50% and was the sole HBM3E supplier to Nvidia for the H100 and H200. HBM is the key bottleneck for AI accelerators — every H100 requires 80GB and every B200 needs 192GB. Micron (US) is the only non-Korean DRAM producer with ~25% share. South Korea's concentration is particularly acute in HBM, which is projected to be a $25B+ market in 2025.
Can China replace these supply chain dependencies?
China's semiconductor equipment self-sufficiency reached ~14% in 2024, with AMEC, Naura, and SMEE in the global top 20. Progress is strongest in etch equipment (~9% global share) and CMP equipment (~11%). However, gaps remain enormous in EUV lithography (15+ years behind ASML), inspection (no KLA alternative), and EUV photoresists (10+ years behind Japan). In fabrication, SMIC holds ~6% of global foundry share but cannot produce below 7nm due to EUV restrictions. In memory, YMTC produces ~5% of global NAND but is sanctioned from accessing advanced equipment.
What happens when a semiconductor supply chain node is disrupted?
Historical disruptions have been severe: The 2011 Tohoku earthquake knocked 20% of global 300mm wafer supply offline for 6-18 months and disrupted BT resin (90% global supply). A single bad batch of photoresist cost TSMC $550M in 2019. The 2019 Japan-Korea trade dispute weaponized photoresist and HF exports. The 2021 Texas Winter Storm shut Samsung Austin for 6 weeks ($500M+ cost). The 2022 Russia-Ukraine conflict disrupted 50% of semiconductor-grade neon. Most fabs carry only 1-3 months of critical material inventory.
What is the CoWoS advanced packaging bottleneck?
CoWoS (Chip-on-Wafer-on-Substrate) is the TSMC packaging that joins HBM memory to AI accelerator logic dies, and it is the step that limits how many accelerators can ship. On its July 16, 2026 earnings call TSMC's CEO said the company's packaging capacity is "so tight that now it's limiting my customers' growth" — a rationing statement; we found no "sold out" statement in TSMC's 2026 call transcripts. TSMC's company-wide payments from customers to retain its capacity rose from NT$149.7B to NT$234.2B in Q2 2026. Our board rates CoWoS-L as allocated.