Thermis

Supply chains of the AI and semiconductor trade, tie by tie

Research preview · records as of 2026-09-28

Supply chains of the AI and semiconductor trade, by stage59 companies in six stages left to right, from materials to customers and operators, joined by 73 ties, each tie coloured by its relationship and drawn by its evidence. The text version below lists the same.MaterialsFabricationChips and componentsModules and assemblySystems and equipmentCustomers and operatorsFabrication · compute · 3 companiescompute · 3Chips and components · compute · 2 companiescompute · 2Customers and operators · compute · 4 companiescompute · 4Fabrication · custom silicon · 1 companycustom silicon · 1Chips and components · custom silicon · 1 companycustom silicon · 1Customers and operators · custom silicon · 1 companycustom silicon · 1Chips and components · memory · 1 companymemory · 1Modules and assembly · memory · 2 companiesmemory · 2Materials · networking · 2 companiesnetworking · 2Chips and components · networking · 5 companiesnetworking · 5Modules and assembly · networking · 7 companiesnetworking · 7Systems and equipment · networking · 2 companiesnetworking · 2Modules and assembly · systems · 3 companiessystems · 3Systems and equipment · systems · 2 companiessystems · 2Customers and operators · systems · 1 companysystems · 1Materials · power · 6 companiespower · 6Fabrication · power · 0 companiespower · a gapChips and components · power · 4 companiespower · 4Systems and equipment · power · 3 companiespower · 3Customers and operators · power · 8 companiespower · 8Customers and operators · other · 1 companyother · 1Marvell Technology → Zhongji Innolight · Customer (buys DSP chips; vendor unnamed) · inferred · current 2026-09-07Marvell Technology → Eoptolink Technology · Customer (buys DSP chips; vendor unnamed) · inferred · current 2026-09-07Marvell Technology → Accelink Technologies · Customer (buys DSP chips; vendor unnamed) · inferred · current 2026-09-07Marvell Technology → HG Technology (华工正源) · Customer (buys DSP chips; vendor unnamed) · inferred · current 2026-09-07Marvell Technology → CIG Shanghai · Customer (buys DSP chips; vendor unnamed) · inferred · current 2026-09-07Tongfu Microelectronics → AMD · Manufactures for (advanced packaging and test) · documented · current 2026-06-27Victory Giant Technology → NVIDIA · Supplies components (high-layer AI server boards) · inferred · current 2026-03-18WUS Printed Circuit → NVIDIA · Supplies components (AI server and switch boards) · inferred · current 2026-06-30NVIDIA → Hon Hai Precision · Supplies components (GPUs and rack designs for assembly) · inferred · current 2026-08-31NVIDIA → Quanta Computer · Supplies components (GPUs and rack designs for assembly) · inferred · current 2026-08-31Micron Technology → Biwin Storage · Supplies components (memory wafers) · inferred · period not statedMicron Technology → Longsys · Supplies components (memory wafers) · inferred · last documented 2025-11-04Megmeet → NVIDIA · Supplies components (AI server power) · documented · last documented 2025-04-29Bloom Energy → American Electric Power · Customer (fuel-cell procurement agreement) · documented · current 2026-02-12Bloom Energy → Oracle · Deployment partner (fuel cells at Oracle data centres) · documented · current 2026-01-01Bloom Energy → Equinix · Customer (fuel cells at Equinix data centres) · documented · last documented 2025-08-14Bloom Energy → Korea Southern Power · Downstream user (electrolyser project through SK ecoplant) · documented · last documented 2023-12-27Bloom Energy → SK ecoplant · Distribution partner (South Korea) · documented · current 2026-02-09Bloom Energy → SK eternix · Distribution partner (South Korea) · documented · current 2026-02-09Bloom Energy → Brookfield Asset Management · Financing partner (deployment framework) · documented · current 2026-08-06Bloom Energy → Baker Hughes · Collaboration partner (power and hydrogen) · documented · historical 2021-05-05Hunan Oriental Scandium → Bloom Energy · Supplies materials (scandium oxide) · reported · historical 2026-08-05Daiichi Kigenso Kagaku Kogyo → Bloom Energy · Supplies materials (zirconia powder) · reported · period not stated 2026-07-08AMD → OpenAI · Supplies components (Instinct GPUs, a 6 GW agreement) · documented · current 2025-10-06NVIDIA → OpenAI · Supplies components (systems, a 10 GW letter of intent) · documented · last documented 2025-09-22Broadcom → OpenAI · Supplies components (custom accelerators) · documented · current 2025-10-13Marvell Technology → Amazon · Customer (five-year multi-generational agreement) · documented · current 2024-12-02Broadcom → Apple · Supplies components (radio-frequency parts) · documented · last documented 2023-05-23AMD → Meta Platforms · Supplies components (Instinct GPUs, up to 6 GW) · documented · current 2026-02-24NVIDIA → Meta Platforms · Supplies components (H100 GPUs) · documented · last documented 2024-03-12NVIDIA → Microsoft · Supplies components (GPUs for Azure) · documented · current 2025-11-18AMD → Microsoft · Supplies components (GPUs for Azure) · documented · last documented 2023-12-06NVIDIA → Amazon · Supplies components (GPUs, 2 million more in 2027-2028) · documented · current 2026-08-26NVIDIA → Alphabet · Supplies components (GPUs for Google Cloud) · documented · last documented 2025-01-31Oracle → OpenAI · Downstream user (cloud capacity from Oracle) · documented · last documented 2025-07-22Microsoft → OpenAI · Partner (Azure capacity and investment) · documented · current 2026-07-29TSMC → NVIDIA · Manufactures for (advanced-node wafers and packaging) · documented · current 2026-02-25TSMC → AMD · Manufactures for (advanced-node wafers) · documented · current 2026-02-04TSMC → Broadcom · Manufactures for (advanced-node wafers) · documented · current 2025-12-18TSMC → Microsoft · Manufactures for (Maia 200 chips on 3nm) · documented · current 2026-01-26Chaozhou Three-Circle → Bloom Energy · Manufactures components (ceramic separator sheets) · inferred · current 2026-04-17DKK's Chinese partner → Daiichi Kigenso Kagaku Kogyo · Scandium oxide · documented · period not statedKV Materials → Amosense · Electrolyte raw materials · reported · period not statedAmosense → Bloom Energy · Electrolyte substrates · reported · period not statedLumentum → Zhongji Innolight · Possible supplier to Innolight (lasers) · hypothesis, not on record?Lumentum → Eoptolink Technology · Possible supplier to Eoptolink (lasers) · hypothesis, not on record?Coherent → Zhongji Innolight · Possible supplier to Innolight (laser and optical parts) · hypothesis, not on record?MACOM → Zhongji Innolight · Possible supplier to Innolight (amplifier and driver chips) · hypothesis, not on record?Credo → CIG Shanghai · Possible second DSP source for CIG Shanghai · hypothesis, not on record?Sumitomo Metal Mining → Bloom Energy · Possible supplier of materials (scandium oxide) · hypothesis, not on record?Rio Tinto → Bloom Energy · Possible supplier of materials (scandium oxide) · hypothesis, not on record?Broadcom → Alphabet · TPU custom silicon · hypothesis, not on record?Broadcom → Meta Platforms · MTIA custom silicon · hypothesis, not on record?NVIDIA → Tesla · NVIDIA GPUs for training clusters · hypothesis, not on record?AMD → Tesla · AMD processors in vehicle infotainment · hypothesis, not on record?Marvell Technology → Microsoft · Possible customer (custom silicon) · hypothesis, not on record?Credo → Amazon · active electrical cables for AI clusters · hypothesis, not on record?Credo → Meta Platforms · active electrical cables for AI clusters · hypothesis, not on record?Dell Technologies → Microsoft · AI servers · hypothesis, not on record?Super Micro Computer → Microsoft · AI servers · hypothesis, not on record?TSMC → Marvell Technology · Possible foundry supplier (wafers) · hypothesis, not on record?TSMC → Apple · advanced-node wafers for Apple silicon · hypothesis, not on record?TSMC → Tesla · FSD and AI chips · hypothesis, not on record?Zhongji Innolight → Coherent · Competitor of Innolight (datacom transceivers) · inferredEoptolink Technology → Applied Optoelectronics · 400G/800G transceivers for hyperscalers · not gradedZTE → Ciena · Coherent optical transport (800G ZR/ZR+, DCI) sold to the same carriers and hyperscalers · not gradedZhongji Innolight → Fabrinet · 800G/1.6T transceiver manufacturing for the same demand (contract manufacturing against in-house Thai plants) · not gradedYangtze Optical Fibre and Cable (长飞光纤) → Corning · Optical fiber and data-center cable · not gradedAccelink Technologies → Coherent · Competitor of Accelink (optical components) · inferredWiwynn → Super Micro Computer · AI servers and racks for the same hyperscalers · not gradedQuanta Computer → Dell Technologies · AI servers for enterprises and hyperscalers (branded versus ODM) · not gradedEnvicool → Vertiv · Liquid-cooling distribution units and thermal management for AI data centers · not gradedBloom Energy → FuelCell Energy · Competitor (stationary fuel cells) · inferredAccelink Technologies · 002281.SZ (SZSE) · China · makes optical modules and optical chips · listedAccelink Technologies002281.SZ (SZSE) · ChinaAccelink Tec…002281.SZAlphabet · GOOGL (Nasdaq) · United States · runs Google Cloud; buys GPUs for it · listedAlphabetGOOGL (Nasdaq) · United StatesAlphabetGOOGLAmazon · AMZN (Nasdaq) · United States · runs AWS; buys GPUs and custom silicon · listedAmazonAMZN (Nasdaq) · United StatesAmazonAMZNAMD · AMD (Nasdaq) · United States · designs GPUs and processors · listedAMDAMD (Nasdaq) · United StatesAMDAMDAmerican Electric Power · AEP (Nasdaq) · United States · utility; buys fuel cells · listedAmerican Electric PowerAEP (Nasdaq) · United StatesAmerican Ele…AEPAmosense · private · South Korea · makes electrolyte substrates for fuel cells · privateAmosenseprivate · South KoreaAmosenseprivateApple · AAPL (Nasdaq) · United States · buys chips for its devices · listedAppleAAPL (Nasdaq) · United StatesAppleAAPLApplied Optoelectronics · AAOI (Nasdaq) · United States · makes 400G and 800G transceivers · listedApplied OptoelectronicsAAOI (Nasdaq) · United StatesApplied Opto…AAOIBaker Hughes · BKR (Nasdaq) · United States · energy technology; collaborated with Bloom on power and hydrogen · listedBaker HughesBKR (Nasdaq) · United StatesBaker HughesBKRBiwin Storage · 688525.SH (SSE) · China · makes memory products from NAND and DRAM wafers · listedBiwin Storage688525.SH (SSE) · ChinaBiwin Storage688525.SHBloom Energy · BE (NYSE) · United States · makes fuel cells for on-site power · listedBloom EnergyBE (NYSE) · United StatesBloom EnergyBEBroadcom · AVGO (Nasdaq) · United States · designs custom AI accelerators and networking and radio chips · listedBroadcomAVGO (Nasdaq) · United StatesBroadcomAVGOBrookfield Asset Management · BAM (NYSE) · United States · asset manager; finances fuel-cell deployments · listedBrookfield Asset ManagementBAM (NYSE) · United StatesBrookfield A…BAMChaozhou Three-Circle · 300408.SZ (SZSE) · China · makes ceramic separator sheets for fuel cells · listedChaozhou Three-Circle300408.SZ (SZSE) · ChinaChaozhou Thr…300408.SZCiena · CIEN (NYSE) · United States · makes optical transport systems · listedCienaCIEN (NYSE) · United StatesCienaCIENCIG Shanghai · 603083.SH (SSE) · China · makes 800G optical modules · listedCIG Shanghai603083.SH (SSE) · ChinaCIG Shanghai603083.SHCoherent · COHR (NYSE) · United States · makes lasers and optical parts · listedCoherentCOHR (NYSE) · United StatesCoherentCOHRCorning · GLW (NYSE) · United States · makes optical fibre and data-centre cable · listedCorningGLW (NYSE) · United StatesCorningGLWCredo · CRDO (Nasdaq) · United States · makes active electrical cables and DSP chips for AI clusters · listedCredoCRDO (Nasdaq) · United StatesCredoCRDODaiichi Kigenso Kagaku Kogyo · 4082 (TSE) · Japan · makes zirconium compounds, including zirconia powder for fuel cells · listedDaiichi Kigenso Kagaku Kogyo4082 (TSE) · JapanDaiichi Kige…4082Dell Technologies · DELL (NYSE) · United States · builds AI servers · listedDell TechnologiesDELL (NYSE) · United StatesDell Technol…DELLDKK's Chinese partner · private · China · makes scandium oxide; sold some to DKK in 2023 · privateDKK's Chinese partnerprivate · ChinaDKK's Chines…privateEnvicool · 002837.SZ (SZSE) · China · makes liquid cooling and thermal management for AI data centres · listedEnvicool002837.SZ (SZSE) · ChinaEnvicool002837.SZEoptolink Technology · 300502.SZ (SZSE) · China · makes 400G and 800G optical modules · listedEoptolink Technology300502.SZ (SZSE) · ChinaEoptolink Te…300502.SZEquinix · EQIX (Nasdaq) · United States · runs data centres; deploys fuel cells · listedEquinixEQIX (Nasdaq) · United StatesEquinixEQIXFabrinet · FN (NYSE) · United States · contract manufacturer of 800G and 1.6T transceivers · listedFabrinetFN (NYSE) · United StatesFabrinetFNFuelCell Energy · FCEL (Nasdaq) · United States · makes stationary fuel cells · listedFuelCell EnergyFCEL (Nasdaq) · United StatesFuelCell Ene…FCELHG Technology (华工正源) · 000988.SZ (SZSE) · China · makes 800G optical modules · listedHG Technology (华工正源)000988.SZ (SZSE) · ChinaHG Technolog…000988.SZHon Hai Precision · 2317.TW (TWSE) · Taiwan · assembles NVIDIA's GB-series rack systems · listedHon Hai Precision2317.TW (TWSE) · TaiwanHon Hai Prec…2317.TWHunan Oriental Scandium · private · China · makes scandium oxide; a subsidiary of LB Group · privateHunan Oriental Scandiumprivate · ChinaHunan Orient…privateKorea Southern Power · private · South Korea · power generator; runs an electrolyser project with Bloom · privateKorea Southern Powerprivate · South KoreaKorea Southe…privateKV Materials · private · South Korea · supplies electrolyte raw materials to Amosense · privateKV Materialsprivate · South KoreaKV MaterialsprivateLongsys · 301308.SZ (SZSE) · China · makes memory products from NAND and DRAM wafers · listedLongsys301308.SZ (SZSE) · ChinaLongsys301308.SZLumentum · LITE (Nasdaq) · United States · makes lasers for optical modules · listedLumentumLITE (Nasdaq) · United StatesLumentumLITEMACOM · MTSI (Nasdaq) · United States · makes amplifier and driver chips for optical modules · listedMACOMMTSI (Nasdaq) · United StatesMACOMMTSIMarvell Technology · MRVL (Nasdaq) · United States · designs DSP chips and custom silicon for data centres · listedMarvell TechnologyMRVL (Nasdaq) · United StatesMarvell Tech…MRVLMegmeet · 002851.SZ (SZSE) · China · makes power supplies and power shelves for AI racks · listedMegmeet002851.SZ (SZSE) · ChinaMegmeet002851.SZMeta Platforms · META (Nasdaq) · United States · runs AI data centres; buys GPUs · listedMeta PlatformsMETA (Nasdaq) · United StatesMeta Platfor…METAMicron Technology · MU (Nasdaq) · United States · makes memory (DRAM and NAND) · listedMicron TechnologyMU (Nasdaq) · United StatesMicron Techn…MUMicrosoft · MSFT (Nasdaq) · United States · runs Azure; buys GPUs for it · listedMicrosoftMSFT (Nasdaq) · United StatesMicrosoftMSFTNVIDIA · NVDA (Nasdaq) · United States · designs GPUs and AI rack systems · listedNVIDIANVDA (Nasdaq) · United StatesNVIDIANVDAOpenAI · private · United States · AI lab; buys compute and cloud capacity · privateOpenAIprivate · United StatesOpenAIprivateOracle · ORCL (NYSE) · United States · runs a cloud; deploys fuel cells at its data centres · listedOracleORCL (NYSE) · United StatesOracleORCLQuanta Computer · 2382.TW (TWSE) · Taiwan · assembles AI servers and racks · listedQuanta Computer2382.TW (TWSE) · TaiwanQuanta Compu…2382.TWRio Tinto · RIO (NYSE) · Canada · mining group; produces scandium oxide, named as a possible source · listedRio TintoRIO (NYSE) · CanadaRio TintoRIOSK ecoplant · private · South Korea · distributes Bloom's fuel cells in South Korea · privateSK ecoplantprivate · South KoreaSK ecoplantprivateSK eternix · private · South Korea · distributes Bloom's fuel cells in South Korea · privateSK eternixprivate · South KoreaSK eternixprivateSumitomo Metal Mining · 5713 (TSE) · Japan · refines metals; named as a possible scandium oxide source · listedSumitomo Metal Mining5713 (TSE) · JapanSumitomo Met…5713Super Micro Computer · SMCI (Nasdaq) · United States · builds AI servers · listedSuper Micro ComputerSMCI (Nasdaq) · United StatesSuper Micro…SMCITesla · TSLA (Nasdaq) · United States · carmaker; its chip ties here are reported, not on record · listedTeslaTSLA (Nasdaq) · United StatesTeslaTSLATongfu Microelectronics · 002156.SZ (SZSE) · China · packages and tests chips · listedTongfu Microelectronics002156.SZ (SZSE) · ChinaTongfu Micro…002156.SZTSMC · TSM (NYSE (ADR); TWSE 2330) · Taiwan · foundry; makes advanced-node wafers and does advanced packaging · listedTSMCTSM (NYSE (ADR); TWSE 2330) · TaiwanTSMCTSMVertiv · VRT (NYSE) · United States · makes power and liquid-cooling systems for data centres · listedVertivVRT (NYSE) · United StatesVertivVRTVictory Giant Technology · 300476.SZ (SZSE) · China · makes high-layer circuit boards for AI servers · listedVictory Giant Technology300476.SZ (SZSE) · ChinaVictory Gian…300476.SZWiwynn · 6669.TW (TWSE) · Taiwan · builds AI servers and racks for cloud companies · listedWiwynn6669.TW (TWSE) · TaiwanWiwynn6669.TWWUS Printed Circuit · 002463.SZ (SZSE) · China · makes circuit boards for AI servers and switches · listedWUS Printed Circuit002463.SZ (SZSE) · ChinaWUS Printed…002463.SZYangtze Optical Fibre and Cable (长飞光纤) · 601869.SH (SSE) · China · makes optical fibre and data-centre cable · listedYangtze Optical Fibre and Cable (长飞光纤)601869.SH (SSE) · ChinaYangtze Opti…601869.SHZhongji Innolight · 300308.SZ (SZSE) · China · makes 800G and 1.6T optical modules · listedZhongji Innolight300308.SZ (SZSE) · ChinaZhongji Inno…300308.SZZTE · 000063.SZ (SZSE) · China · makes telecom and optical transport systems · listedZTE000063.SZ (SZSE) · ChinaZTE000063.SZA gap: Where DKK's scandium for Bloom-bound powder comes from, beyond the 2023 purchase. No record names this source.Gap · DKK's other scandiumno record names the sourceGapDKK's other scand…A gap upstream of Daiichi Kigenso Kagaku Kogyo: DKK's other scandiumA gap: Who supplies the powder and scandium in the separator sheets. No record names this source.Gap · The sheets' powderno record names the sourceGapThe sheets' powderA gap upstream of Chaozhou Three-Circle: The sheets' powderA gap: Where the scandium KV Materials buys comes from. No record names this source.Gap · KV Materials' scandiumno record names the sourceGapKV Materials' sca…A gap upstream of KV Materials: KV Materials' scandiumA gap: Who makes the DSP chips in Innolight's optical modules. No record names this source.Gap · Innolight's DSP vendorno record names the sourceGapInnolight's DSP v…A gap upstream of Zhongji Innolight: Innolight's DSP vendorA gap: Who makes the DSP chips in Eoptolink's optical modules. No record names this source.Gap · Eoptolink's DSP vendorno record names the sourceGapEoptolink's DSP v…A gap upstream of Eoptolink Technology: Eoptolink's DSP vendorA gap: Who makes the DSP chips Accelink buys in. No record names this source.Gap · Accelink's DSP vendorno record names the sourceGapAccelink's DSP ve…A gap upstream of Accelink Technologies: Accelink's DSP vendorA gap: Who makes the overseas high-end DSP chips in HG Technology's modules. No record names this source.Gap · HG Technology's DSP vendorno record names the sourceGapHG Technology's D…A gap upstream of HG Technology (华工正源): HG Technology's DSP vendorA gap: Who makes CIG Shanghai's DSP chips. No record names this source.Gap · CIG Shanghai's DSP vendorsno record names the sourceGapCIG Shanghai's DS…A gap upstream of CIG Shanghai: CIG Shanghai's DSP vendorsA gap: Who supplies the lasers and optical chips in Innolight's modules. No record names this source.Gap · Innolight's lasersno record names the sourceGapInnolight's lasersA gap upstream of Zhongji Innolight: Innolight's lasersA gap: Who supplies the lasers in Eoptolink's modules. No record names this source.Gap · Eoptolink's lasersno record names the sourceGapEoptolink's lasersA gap upstream of Eoptolink Technology: Eoptolink's lasers

Relationship, by colour

Evidence, by line

Companies

The map as text

Materials

networking · 2

power · 6

Fabrication

compute · 3

custom silicon · 1

Chips and components

compute · 2

custom silicon · 1

memory · 1

networking · 5

power · 4

Modules and assembly

memory · 2

networking · 7

systems · 3

Systems and equipment

networking · 2

systems · 2

power · 3

Customers and operators

compute · 4

custom silicon · 1

systems · 1

power · 8

other · 1

Gaps