PDF 原檔:報告_MS_NVDA供應鏈影響_20260827_original.pdf
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51KB | 真資料圖 | 「Exhibit 2: Revenue exposure related to Nvidia」表格截圖,含 Ticker/Company/Rating/2026 對 NVIDIA 營收曝險/供應內容欄位(京元電 40% final test、穎崴 40% test socket、台積電 25% wafer foundry、技嘉 67%、廣達 62%、鴻海 56%、緯創 49% 等) |
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171KB | 真資料圖 | 「Rubin chip shipments vs. VR NVL72 rack shipments」雙軸面積圖,橫軸 2Q26e–4Q27e,左軸季出貨(mn units)、右軸 NVL72 機櫃(k racks),紅點標 4Q26e 3k NVL72、1Q27e 12–13k NVL72 |
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73KB | 真資料圖 | AI 半導體本益比走勢折線圖(x),橫軸 Nov-22~Aug-26,三條線 GP GPU (NVIDIA)/Alternative AI Semis/AI Semi Enablers |
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81KB | 真資料圖 | 「Data center/HPC semi revenue: NVIDIA + AMD」堆疊長條(US$mn)+ 右軸 YoY 折線,橫軸 1Q14–3Q27e |
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43KB | 真資料圖 | 「TSMC AI revenue breakdown」堆疊長條圖(US$ bn),橫軸 2021–2029e,分 General-purpose AI/Custom AI chips (ASICs)/CoWoS/wafer test/AI server CPU,箭頭標 2024-2029e CAGR 60% |
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原始內容
M August 27, 2026 04:54 PM GMT
Taiwan - Technology | Asia Pacific
Taiwan Tech's exposure to Nvidia and results read-across
We think Nvidia's recent guidance for 70% revenue growth in CY27 should be positive for members of Taiwan's supply chain with higher related revenue exposure.
Please see Joe Moore's take on Nvidia's recent results: NVIDIA very positive 2027 commentary (27 Aug 2026). Among other highlights, 70%+ CY27 revenue growth guidance is a remarkable figure, and to the extent possible we would expect Nvidia to continue to knock down barriers to higher growth. Management framed the demand as "much greater" than that 70% level. That echoes our previous 2027 CoWoS forecast in Asia-Pacific Technology: AI Supply Chain: Preliminary 2027 TSMC CoWoS Allocation (23 Jun 2026): Nvidia uses TSMC's CoWoS-L as the single source for its AI GPU products (e.g., Blackwell and Rubin). Its 2027 CoWoS-L consumption could reach ~910k, up ~40% Y/Y. Strong CoWoS-R bookings by Nvidia also suggest very strong Vera CPU shipments (almost doubling). Factoring in the chip price hike starting in 1Q next year, 70%+ revenue growth looks consistent with TSMC CoWoS implied chip shipments.
Is that a strong catalyst for Nvidia's supply chain in Taiwan? We think yes: We cite the strong growth outlook, ongoing tightness, and cheap valuation:
- We still think TSMC's wafer front-end (3nm) and ABF substrate supply remain major constraints, as Nvidia goes through HBM spec optimization (see Asia-Pacific Technology: AI Supply Chain: GPU Architecture Optimization Given Memory Shortage and Supernode Challenge (10 Aug 2026) ). We expect TSMC to succeed with a wafer price hike in 2027 - we view a 5%-10% hike as likely.
- KYEC's 3Q26 revenue suffered from wafer constraints. With Rubin ramping on schedule, we expect strong sequential growth in 4Q26 for KYEC's GPU and CPU revenue.
- See Exhibit 2 for Nvidia revenue exposure across semiconductor and tech hardware. Most stocks' 2027e PEG still screens below 0.7 on average.
Idea
| Morgan Stanley Taiwan Limited+ Charlie Chan Equity Analyst Charlie.Chan@morganstanley.com | +886 2 2730-1725 |
|---|---|
| Daniel Yen, CFA Equity Analyst Daniel.Yen@morganstanley.com | +886 2 2730-2863 |
| Derrick Yang Equity Analyst Derrick.Yang@morganstanley.com | +886 2 2730-2862 |
| Howard Kao Equity Analyst Howard.Kao@morganstanley.com | +886 2 2730-2989 |
| Daisy Dai, CFA Equity Analyst Daisy.Dai@morganstanley.com | +852 2848-7310 |
| Morgan Stanley Taiwan Limited+ Tiffany Yeh Equity Analyst Tiffany.Yeh@morganstanley.com | +886 2 7712-3032 |
| Lucas Wang Research Associate Lucas.Wang@morganstanley.com | +886 2 2730-2875 |
| Morgan Stanley Asia Limited+ Ethan Jia Research Associate Ethan.Jia@morganstanley.com | +852 3963-2287 |
| Henry Zhao Equity Analyst Henry.Zhao@morganstanley.com | +852 2239-7731 |
Exhibit 1 : Revenue exposure related to Nvidia

Source: Company Data, Morgan Stanley Research estimates
Morgan Stanley does and seeks to do business with companies covered in Morgan Stanley Research. As a result, investors should be aware that the firm may have a conflict of interest that could affect the objectivity of Morgan Stanley Research. Investors should consider Morgan Stanley Research as only a single factor in making their investment decision.
For analyst certification and other important disclosures, refer to the Disclosure Section, located at the end of this report.
+= Analysts employed by non-U.S. affiliates are not registered with FINRA, may not be associated persons of the member and may not be subject to FINRA restrictions on communications with a subject company, public appearances and trading securities held by a research analyst account.
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Analysis of Nvidia's supply chain
Exhibit 2: Revenue exposure related to Nvidia
| Ticker | Company | Rating | Revenue exposure related to Nvidia in 2026 | Supply/business related to Nvidia | Current share price | MSPrice Target | Upside | 2027 P/E (x) | 2027 PEG(x) | Dividend Yield | Covered Analyst |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Greater China Semiconductor | Greater China Semiconductor | Greater China Semiconductor | Greater China Semiconductor | Greater China Semiconductor | Greater China Semiconductor | Greater China Semiconductor | Greater China Semiconductor | Greater China Semiconductor | Greater China Semiconductor | Greater China Semiconductor | Greater China Semiconductor |
| 2449.TW | KYEC | Overweight | 40% | Final test | 247.5 | 338 | 37% | 18.1 | 0.4 | 1.9% | Charlie Chan |
| 6515.TW | Winway | Overweight | 40% | Test Socket | 6105 | 12,000 | 97% | 28.4 | 0.3 | 0.9% | Tiffany Yeh |
| 2330.TW | TSMC | Overweight | 25% | Wafer foundry | 2425 | 2,988 | 23% | 16.7 | 0.5 | 1.4% | Charlie Chan |
| 5274.TWO | Aspeed | Overweight | 20% | BMC | 15305 | 20,888 | 36% | 56.4 | 1.3 | 1.3% | Daniel Yen |
| 7769.TW | Hon Precision | Overweight | 20% | Handler | 6345 | 10,008 | 58% | 28.5 | 0.4 | 2.5% | Tiffany Yeh |
| 3711.TW | ASE | Overweight | <10% | CP, oS packaging | 605 | 628 | 4% | 20.1 | 0.6 | 2.2% | Charlie Chan |
| Greater China Technology Hardware | Greater China Technology Hardware | Greater China Technology Hardware | Greater China Technology Hardware | Greater China Technology Hardware | Greater China Technology Hardware | Greater China Technology Hardware | Greater China Technology Hardware | Greater China Technology Hardware | Greater China Technology Hardware | Greater China Technology Hardware | Greater China Technology Hardware |
| 2376.TW | Giga-Byte | Equal-Weight | 67% | Server / rack assembly | 345 | 405 | 17% | 10.0 | 0.5 | 4.3% | Howard Kao |
| 2382.TW | Quanta | Overweight | 62% | Server / rack assembly | 333.5 | 385 | 15% | 11.6 | 1.2 | 3.9% | Howard Kao |
| 2317.TW | Hon Hai | Overweight | 56% | L6/L10/L11 server assembly | 252 | 310 | 23% | 12.7 | 0.9 | 3.1% | Howard Kao |
| 3231.TW | Wistron | Overweight | 49% | L6/L10 server assembly | 179.5 | 275 | 53% | 8.3 | 0.2 | 2.4% | Howard Kao |
| 2360.TW | Chroma | Overweight | 40% | Testing equipments | 1990 | 2,800 | 41% | 31.7 | 0.8 | 1.2% | Derrick Yang |
| 8210.TW | Chenbro | Overweight | 40% | Chassis | 960 | 1,600 | 67% | 16.3 | 0.5 | 0.7% | Derrick Yang |
| 2357.TW | Asustek | Underweight | 31% | Server / rack assembly | 968 | 700 | -28% | 14.2 | 1.3 | 6.2% | Howard Kao |
| 3665.TW | Bizlink | Overweight | 30% | Interconnects | 2055 | 3,665 | 78% | 17.0 | 0.4 | 0.8% | Derrick Yang |
| 2059.TW | King Slide | Overweight | 20% | Rail kits | 14340 | 15,000 | 5% | 28.5 | 0.8 | 0.9% | Derrick Yang |
| 3037.TW | Unimicron | Overweight | 16% | ABF substrate&PCB | 1180 | 1,465 | 24% | 35.2 | 0.8 | 0.7% | Howard Kao |
| 2327.TW | Yageo | Overweight | 10% | Passive components | 555 | 1,465 | 164% | 16.2 | 0.4 | 2.2% | Howard Kao |
Source: Company Data, Morgan Stanley Research estimates
Exhibit 3: Global CoWoS demand breakdown: 2026e vs. 2027e
Global CoWoS capacity demand by key customer

Source: Company data, Morgan Stanley Research (e) estimates; note: estimates are complied using our supply chain checks.
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Exhibit 4: Global CoWoS demand Y/Y growth profile
| Y/Y | 2023 | 2024 | 2025 | 2026e | 2027e |
|---|---|---|---|---|---|
| NVIDIA | 119% | 280% | 113% | 84% | 57% |
| Broadcom | 56% | 191% | 25% | 253% | 61% |
| AMD | 485% | 470% | 50% | 117% | 308% |
| Xilinx | 63% | 242% | 0% | 0% | 0% |
| AWS/Annapurna | 3% | 45% | |||
| AWS/Alchip | 71% | (69%) | 420% | 38% | |
| Marvell | (22%) | 1438% | (17%) | 13% | 276% |
| GUC | (15%) | 300% | 600% | 329% | |
| Cisco | 36% | 67% | 10% | ||
| Others | 23% | (49%) | 50% | (33%) | 20% |
| Total demand | 95% | 218% | 85% | 102% | 93% |
Source: Company data, Morgan Stanley Research (e) estimates; note: estimates are complied using our supply chain checks
Exhibit 5: Global CoWoS capacity expansion by year-end and by vendor
Exhibit 6: Global CoWoS consumption, by customer

Source: Company data, Morgan Stanley Research (e) estimates

Source: Company data, Morgan Stanley Research (e) estimates; note: estimates are compiled using our supply chain checks
Aligning Blackwell and Rubin chip shipments with HGX and rack shipments
We analyzed Blackwell chip shipments versus rack shipments in our last June AI tracker. We believe TSMC's Blackwell chip output, based on CoWoS-L capacity, aligns more closely with underlying demand as reflected in AI capex trends.
We now incorporate HGX systems (8 GPUs per server) into our chip consumption model and assume that nine HGX servers are equivalent to one NVL72 rack. We forecast 5.4mn Blackwell units in 2026, with chip supply sufficient to meet Grace Blackwell NVL72 demand by 2H26.
Our latest checks also suggest shipments of nearly 7mn Rubin and Rubin Ultra units in 2027, while total Rubin NVL72 rack shipments could reach 90k units in 2027 ( Exhibit 9 ).
All Blackwell chip "inventory" has proven to be supply-chain buffer stock and should be fully absorbed by 2026. As a result, we see little reason for concern over inventory levels. We expect Rubin to follow a similar pattern. Rubin should begin ramping up in 3Q26, with rack shipments starting in 4Q26.
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Quarterly shipment (mn units)
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Exhibit 7: (old) Blackwell chip vs. GB NVL72 rack shipments

Source: Morgan Stanley Research estimates
Exhibit 9:
Rubin chip shipments vs. VR NVL72 rack shipments

Source: Morgan Stanley Research (e) estimates
Exhibit 10: GPU/ASIC total power consumption from TSMC CoWoS shipment GPU/ASIC total power consumption (GW)

Source: Morgan Stanley Research estimates
4Q27e
30
25
20
Exhibit 8: (new) Blackwell chip vs. GB NVL72 and HGX equivalent rack shipments

Source: Morgan Stanley Research estimates
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AI semis - stock implications, P/E multiples, revenue exposure
Exhibit 11: P/E multiple trend of AI semis

Note: Alternative AI semis group: AMD, Alchip, Andes, Marvell, Broadcom. AI semi enablers group: TSMC, Synopsys, Cadence, ASML, BESI, Ibiden, KYEC, Advantest. Source: Company data, Morgan Stanley Research.
Exhibit 12: We still expect AI chip revenue to rise QoQ

Source: Company data, Refinitiv, Morgan Stanley US Research (e) estimates.
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Exhibit 13: TSMC's AI-related revenue 2024-29e CAGR could reach 60%

Source: Company data, Morgan Stanley Research (e) estimates
Idea
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Key Featured Reports on the AI Supply Chain
| Asia-Pacific Technology: AI Supply Chain: GPU Architecture Optimization Given Memory Shortage and Supernode Challenge (10 Aug 2026) |
|---|
| Asia-Pacific Technology: AI Supply Chain: Further Updates on 2027 CoWoS Allocation and ASIC Dynamics (8 Jul 2026) |
| Asia-Pacific Technology: AI Supply Chain: Preliminary 2027 TSMC CoWoS Allocation (23 Jun 2026) |
| Asia-Pacific Technology: AI Supply Chain: Cloud Capex Strength; More CoWoS Allocation for TPU (7 May 2026) |
| Asia-Pacific Technology: AI Supply Chain: Addressing Questions on Nvidia GPU/LPU and Google TPU (9 Apr 2026) |
| Greater China Semiconductors: AI Supply Chain Tracker: Key Investor Feedback from GTC/ OFC (23 Mar 2026) |
| Asia Technology: AI Supply Chain: CPO and ASIC Dynamic Update (3 Mar 2026) |
| Foundation |
| Technology: Rise of the AI Agent - Global Implications (19 Apr 2026) |
| Global Technology: Supply-chain Reorientation (24 Jul 2025) |
| Global Technology: China - AI: The Sleeping Giant Awakens (13 May 2025) |
| Global Technology: AI Cloud Capex in the Spotlight (26 Feb 2025) |
| Global Semiconductors: AI ASIC 2.0: Potential winners (15 Dec 2024) |
| Global Technology: Global Technology - Dawn of the AI Smartphone Era: Edge AI - Apple Intelligence Fuels Innovation - More Charts, Fewer Words (17 Jul 2024) |
| Global Technology: AI PCs To Usher In The Next Leg Of PC Market Growth (21 May, 2024) |
| Key upstream AI supply chain companies |
| Asia-Pacific Technology: Connecting Dots: HK investors' feedback on Asian semis (9 Aug 2026) |
| King Yuan Electronics Co Ltd: AI revenue pushed out to 4Q26 and 2027 (7 Aug 2026) |
| AP Memory Technology Corp: More upside ahead; move to Top Pick (6 Aug 2026) |
| FOCI Fiber Optic Communications Inc: We Expect 2Q Earnings to Mark the Near-Term |
| Technology Co Ltd: Revising Full-year Revenue, But Tempering |
| WinWay GMExpectations (6 Aug 2026) |
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Disclosure Section
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