Interconnecting Intelligence The facts on AI, from demand to buildout.

Chips

What it runs on: accelerators, memory, advanced packaging, networking and optics, chip supply.

8 facts published from 3 filers, latest Nov 3, 2026

How it works

AI runs on accelerators, the high-bandwidth memory stacked beside them, the packaging that joins them and the networks that link thousands of them. Each step is made by a handful of companies, and several report demand above what they can supply34.

NVIDIA reported data center revenue of $89.0 billion for the quarter ended July 26, 2026, up 117% from a year earlier1. TSMC's revenue for July to September 2026 was US$46.72 billion, up 41.2%, with high-performance computing 68% of the total2. Global semiconductor sales were $159.7 billion in August 2026 on a three-month average, up 144.3% from a year earlier8.

NVIDIA data center revenue went from $35.6 billion a quarter to $89.0 billion. US$ billions by fiscal quarter; Q4 FY25 is Nov 2024 to Jan 2025, Q2 FY27 is May to Jul 2026 Data in the table below.
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Fiscal quarterMonthsData center revenue
Q4 FY25Nov 2024 to Jan 2025$35.6 bn
Q1 FY26Feb to Apr 2025$39.1 bn
Q2 FY26May to Jul 2025$41.1 bn
Q3 FY26Aug to Oct 2025$51.2 bn
Q4 FY26Nov 2025 to Jan 2026$62.3 bn
Q1 FY27Feb to Apr 2026$75.2 bn
Q2 FY27May to Jul 2026$89.0 bn

How an AI chip gets made

  1. Design. A chip company, or a cloud company working with a custom-chip partner, designs the accelerator.

  2. Wafer fabrication. A foundry prints the design onto silicon wafers using leading-edge processes. TSMC has kept its 2026 capital budget at US$60 billion to US$64 billion3.

  3. Memory. Memory makers stack DRAM dies into high-bandwidth memory. SK hynix says long-term agreements with 14 customers cover more than half of its 2027 and 2028 production capacity4.

  4. Advanced packaging. The accelerator and its memory stacks are joined into one package. TSMC said its CoWoS and SoIC packaging capacity is expected to grow more than 80% a year through 2027, as reported by Taiwan's CNA5.

  5. Servers. Manufacturers build the packaged chips into boards, servers and full racks with power and cooling.

  6. Networking. Racks are linked with switches and copper or optical connections. NVIDIA's networking revenue was $14.8 billion in February to April 2026, up 199% from a year earlier6.

TSMC monthly revenue, January to September 2026. Consolidated net revenue, NT$ billions (unaudited) Data in the table below.
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MonthRevenue (NT$ million)Change from a year earlier
Jan 2026401,255+36.8%
Feb 2026317,657+22.2%
Mar 2026415,191+45.2%
Apr 2026410,726+17.5%
May 2026416,975+30.1%
Jun 2026442,680+67.9%
Jul 2026467,580+44.7%
Aug 2026514,806+53.3%
Sep 2026511,857+54.6%

Terms

Accelerator
A processor built to run AI calculations in parallel, such as a GPU or a custom chip.
High-bandwidth memory (HBM)
Memory chips stacked vertically beside the processor so data moves between them quickly.
Advanced packaging
Methods such as TSMC's CoWoS that combine several chips, like a GPU and its memory stacks, into one package.
Foundry
A company that manufactures chips designed by others.
Wafer
A thin silicon disc, usually 300 mm across, on which many chips are made before being cut apart.
Optical transceiver
A module that converts electrical signals to light and back, so data can travel over fiber between servers and switches.

Largest figures reported

From published facts in this layer, ranked within each kind of measure. They aren't added together, because two facts can describe the same capacity.

Dollar amounts
FigureFactPublished
$550 bn Marvell and Lumentum cite a $550B combined CY30 addressable market for AI connectivity Nov 3, 2026
$17.7 bn Marvell-Lumentum pro forma revenue is $17.7 billion, annualized, excluding synergies Nov 3, 2026
$114.5 mn Adtran optical networking revenue reaches $114.5M in Q3 2026, up 11% year over year Nov 3, 2026
$33 mn Aehr Test Systems reports record first quarter fiscal 2027 revenue of $33.0 million, up 200% year over year Nov 3, 2026
$22 mn A major AI accelerator supplier will buy a FOX-XP wafer-level burn-in test cell for an OSAT partner in Taiwan Nov 3, 2026

How it connects

Driven by Compute
Data center buildouts set how many accelerators, memory stacks and switches are ordered.
Driven by Demand
AI use sets how much capacity those buildouts need.
Depends on
Chipmaking equipment, materials, packaging capacity and new fabs, which take years to build.
Shapes Compute
Chip and memory supply sets how fast new capacity can be installed.

Who's involved

Companies named most often in this layer's facts.

Where it's happening

Places named most often in this layer's facts.

  • Taiwan1

Early signals to watch

Public records that show changes in this layer before they're announced.

RecordWhat it showsHow early
Korea's early-month export dataSemiconductor exports, mostly memoryAround the 21st of the same month; October 2026 was $56.4 billion, up 259%9
TSMC monthly revenueFoundry sales, most of them leading-edgeAbout the 10th of the next month, weeks before quarterly results7
Global semiconductor sales (SIA and WSTS)Industry sales by regionAbout five weeks after the month
Equipment billings (SEMI)Spending on chipmaking toolsQuarters to years before new capacity
Earnings calls and capital budgetsPlanned capacity and stated supply gapsQuarterly, looking one to three years ahead
Technical conferencesNew processes, packaging and memory generationsOne to three years before volume shipments

Latest facts

Sources

  1. NVIDIA: results for the second quarter of fiscal 2027, Aug 26, 2026
  2. TSMC: third-quarter 2026 management report, Oct 15, 2026
  3. TSMC: third-quarter 2026 earnings call transcript, Oct 15, 2026
  4. SK hynix: third-quarter 2026 results, Oct 28, 2026
  5. Focus Taiwan (CNA): TSMC Technology Symposium, May 14, 2026
  6. NVIDIA: results for the first quarter of fiscal 2027, May 20, 2026
  7. TSMC Investor Relations: 2026 monthly revenue
  8. Semiconductor Industry Association: global sales through August 2026, Oct 5, 2026
  9. Korea Times (Yonhap): Korea's exports in October 2026, Nov 1, 2026

Reference figures checked Nov 3, 2026.