← Auto-Research BETA v0.1.0 / model silicon-stack
in_progress

Leading-edge logic chip (300 mm wafer → packaged AI accelerator)

unit: Per 300 mm leading-edge logic wafer (~3–5 nm) for the front end; per finished accelerator package for the back end

Input decomposition (BOM)

Every relevant input, what fraction of the final product it is by mass and by value, and where it sits in the stack. Click any row to expand a short explainer — what it is, how it's made, and who makes it (linked to the company). The gap between "% of mass" and "% of value" is the idiot index in miniature.

High-purity quartz (SiO₂) raw-material cite ↗ mg-si-price
mass: ~40% of input massvalue: <0.01% of final value
What it is

Ultra-pure crystalline silica — the original source of the silicon atoms in every chip. The highest grades come from a few deposits, most famously Spruce Pine, NC.

How it's made

Mined, crushed, and chemically/physically purified to remove metal impurities to parts-per-billion for crucible- and optics-grade material.

Who makes it
Metallurgical-grade silicon (MG-Si) refining cite ↗ si-energy-exergy
mass: feedstock for polyvalue: ~tiny
What it is

~99% pure silicon, the bulk commodity form. Most output goes to aluminum alloys and silicones; only a sliver is purified further for electronics.

How it's made

Carbothermic reduction of quartz with carbon in a submerged-arc furnace at ~2000 °C — extremely energy-intensive.

Who makes it
Semiconductor-grade polysilicon (11N) refining cite ↗ fraunhofer-ise-eg-2025
mass: die feedstockvalue: small
What it is

Silicon purified to eleven nines (99.999999999%) — feedstock for single-crystal ingots. A different, far purer product than solar-grade poly.

How it's made

MG-Si → trichlorosilane → distilled → deposited as ultrapure polysilicon via the Siemens CVD process. Famously energy-hungry.

Who makes it
Monocrystalline 300 mm prime wafer substrate cite ↗ toms-wafer-blank
mass: the substratevalue: ~1% of wafer cost
What it is

A defect-free single crystal of silicon, sliced and polished into mirror-flat 300 mm discs — the canvas every transistor is built on.

How it's made

Polysilicon pulled into a single crystal (Czochralski), then sliced, lapped, etched, and chemically-mechanically polished to atomic flatness.

Who makes it
EUV lithography (amortized capital) equipment cite ↗ semianalysis-highna-cost
mass: n/a (capital)value: ~$300–1,500 / wafer
What it is

The machines that print the smallest features using 13.5 nm EUV light — the hardest tool in the stack and a sole-supplier chokepoint.

How it's made

Built by ASML from ~100,000 parts incl. Zeiss optics and a Cymer tin-plasma source; Low-NA ~$180M, High-NA ~$380M; 48 EUV systems shipped in 2025.

Who makes it
Chip design: EDA tools + IP + mask set design cite ↗ siliconanalysts-3nm-cost
mass: n/a (NRE)value: amortized ~$350+/wafer
What it is

The parallel design rail: electronic design automation (EDA) software, licensed IP cores, and the photomask set that encodes the design onto silicon.

How it's made

Designed on Synopsys/Cadence tools with Arm and third-party IP; a 3nm design NRE is $400–600M, resolving into a ~$15M mask set.

Who makes it
Synopsys (+ Cadence, Arm) → Photomask + mask blanks (Hoya, AGC, Toppan)
Neon / specialty gases + fab chemicals materials cite ↗ usitc-neon
mass: consumablesvalue: ~1–3% of wafer cost
What it is

The consumable chemistry of fabrication: neon for the lasers, ultra-pure etch/deposition gases, photoresist, CMP slurry, and dopants.

How it's made

Neon is a byproduct of legacy steel plants; specialty gases and resists come from Linde, Air Liquide, JSR, TOK, etc.

Who makes it
Specialty gases (Linde, Air Liquide; Ukraine neon)
HBM memory stacks memory cite ↗ trendforce-hbm3e-price
mass: co-packaged diesvalue: ~$2,000–4,000 / accelerator
What it is

High-bandwidth memory: stacks of DRAM die bonded beside the logic die in the package. The naive chain omits it; it's a huge share of accelerator value.

How it's made

SK Hynix, Samsung, and Micron stack and TSV-bond DRAM dies; co-packaged with the logic die via CoWoS.

Who makes it
Advanced packaging (CoWoS + substrate) packaging cite ↗ trendforce-cowos-asp
mass: packagevalue: ~$10k CoWoS wafer + substrate
What it is

The back-end that turns a die into an accelerator: silicon interposer, ABF build-up film, FC-BGA substrate, and the CoWoS assembly that ties logic + memory together.

How it's made

TSMC CoWoS bonds die + HBM onto a silicon interposer; Ajinomoto ABF film and Ibiden/Unimicron/Shinko substrates underneath; OSATs do final test.

Who makes it
TSMC → Ajinomoto ↗ FC-BGA substrate (Ibiden, Unimicron, Shinko) ASE Technology (OSAT) ↗