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260824_ASIC展望_gfhk_asic-outlook-wrapup

更新 2026-08-26

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..._002.png Figure 1 TSMC CoWoS 消耗占比堆疊柱:NVIDIA GPU 54%/53%/53%/54%、AMD GPU 7%/7%/8%/10%、ASIC 39%/40%/39%/36%(2025/2026E/2027E/2028E) ✅ 真資料圖
..._003.png Figure 2 Google TPU 出貨量估計堆疊柱:2024 合計 2,760;2025E 2,854(舊世代 2,550+v7 Ghostfish 304);2026E 4,504(1,200+2,624+v8AX 180+v8x 500);2027E 8,840(1,520+3,720+3,600) ✅ 真資料圖(⚠ 圖說寫 units mn,數值實為 k units)
..._004.png Figure 3 Meta ASIC 出貨量估計堆疊柱:2024 150、2025E 150、2026E 316(v1 Athena 300+v1.5 Iris 16)、2027E 640(400+ARKE 200+40) ✅ 真資料圖(單位口徑同上待確認)
..._005.png Figure 7 Intel 後段(backend)營收預估:2025 0.02、2026E 0.05、2027E 1.1、2028E 7(US$bn) ✅ 真資料圖

原始內容

ASIC Outlook Wrap-up - MTK, MRVL, Intel Firming

Jeff Pu, CFA

SFC CE No. BNO719

jeffpu@gfgroup.com.hk

Henry Huang

SFC CE No. BYA749

henryhuang@gfgroup.com.hk

What's New?

Following our recent earnings notes and supply chain research, we provide our view on major ASIC's volume and progress. We continue to like MRVL, MTK and Intel for the positive/intact outlook.

Comments

Nvidia vs. ASIC: Contrary to general perception, we still believe that Nvidia's share will remain stable in 2027, on CoWoS consumption basis at TSMC; together with AMD, we expect GPU share is on an increasing trend (figure 1). As said in our recent Nvidia Preview note on Aug 18 , we believe that Nvidia' Vera Rubin Platform is much ahead of its competitors in performance/TCO/supply chain and is gaining shares in major CSPs such as AWS/GOOG which even have their own ASICs.

TPU dynamics-prefer MTK (2454 TT Buy): We cut Broadcom's Sunfish volumes for 2026/27 on June 16 (our report of June Edition ) due to packaging re -design, and set 460k CoWoS (ASIC) in 2027. Shipments of Sunfish should begin in late -2026 with volume in 1Q27. For 2027, we keep Broadcom's 50k CoWoS estimate to Meta for Iris+ and ARKE, but highlight the difficulty in 2H27 of reallocating capacity back to TPU as MTK's Humufish ramps on N2 advantage. On the other hand, we keep MTK's Zebrafish volumes unchanged at 25k/180k CoWoS for 2026/27. However, investor feedback suggests MTK is more like a funding -short stock amid concerns over Humufish tape -out, Google's slower AI model progress and worries over AMD/MRVL. However, we expect the engineering tape -out to be around Nov-2026, with Google/MTK committing meaningful resources and a manageable pass -rate bar. We continue to prefer MTK over Broadcom.

Google attach silicon-prefer MRVL (Buy): As said in our MRVL report on Aug 20 , we continue to see meaningful contribution from Google's silicon-CXL, DPU, and MPU. We expect ~$3bn each from CXL and DPU by 2028. For MPU, optimized for token generation, we model a 2Q28 start on TSMC N2 and conservatively estimate ~$3bn CY28 revenue. We also view Google's equity partnership as increasing MRVL's chances of securing TPU v10 (Merope) in 2H28. This won't impact MTK, in our view, given that the Icefish engagement already confirmed.

AWS T3/T4-prefer MRVL (Buy) and SMTC (Buy): We continue to expect Marvell to participate in Trainium 3, contributing roughly $1bn/$2bn in CY26/27. For Trainium 4, given the design of NPO scale -up for UALink/NVLink, we believe that Marvell's strengthened scale -up optical networking position post -Celestial AI will lead to an enhanced allocation share, vs. its competitors. Together with a much higher ASP, we expect >$3bn revenue contribution of T4 to MRVL in CY28. For NPO, we expect 6.4T OE to be the primary specs for T4. We forecast AWS will consume 5m/12m OE units for Trainium 4 in 2H27E/2028E. We forecast global OE units to be 11m/40m at optical component's level and like SMT (Buy) for its 2 nd supplier position.

ASIC packaging-prefer Intel (Buy) and ABF substrate names: Per our Intel note on Aug 14 , we raised our back -end revenue forecast to $1.1bn/$7bn in FY27/FY28, supported by better visibility on AWS T3 for EMIB -T in 2027 and major Google Humufish/Triggerfish volumes through 2H27-2028. Looking ahead, we see a path with high likelihood to win back-end business from U.S. fabless including MSFT, QCOM, MRVL, with products across ASIC, CPU and CPO. On supply, we expect ABF substrate to greatly benefit from EMIB.

Risks: 1) AI demand slowdown, 2) infrastructure deployment, 3) supply constraints, 4) competition.

Focus Charts

Figure 1: GPU, vs. ASIC's CoWoS share at TSMC

Nvidia GPU AMD GPU ASIC

260824_ASIC展望_gfhk_asic-outlook-wrapup_002

Sources: Company data, GF Securities (Hong Kong) Brokerage

Figure 2: Google TPU volume estimates (units mn)

Old gen v7 (Ghostfish) v8AX (Sunfish/Hellcat) v8x (Zebrafish/Maddog)

Sources: Company data, GF Securities (Hong Kong) Brokerage

Figure 3: Meta ASIC volume estimates (units mn)

Old gen

v1 (Athena)

v1.5 (Iris)

ARKE

Total

Sources: Company data, GF Securities (Hong Kong) Brokerage

Figure 4: Google TPU Roadmap

TPU v7 Ironwood TPU 8i TPU 8t TPU v9t TPU v9t+ TPU v9i TPU v10t
Code name Ghostfish Sunfish Zebrafish Humufish Triggerfish Whalefish Icefish
Time 4Q25 4Q26 4Q26 4Q27 4Q27 1Q28 4Q28
Design Service - Compute BRCM BRCM GOOG GOOG GOOG BRCM GOOG
Design Service - I/O BRCM BRCM MTK MTK MTK BRCM MTK
Design Service - back-end BRCM BRCM MTK MTK MTK BRCM GOOG or MTK
Compute 2*N3E 2*N3P 1*N3P 4*N2P 4*N2P 2*N3P A14/N2P8+ N2P16
I/O 1*N5 1*N4 1*N4P 4*N3P 4*N3P 2*N4 N2P*6
Memory 8*HBM3e 8*HBM3e 6*HBM3e (6*HBM4 8Hi) (6*HBM4e 8Hi) (6*HBM4e 8Hi) 16*HBM5
Memory spec 192GB 288GB 216GB 288GB 384GB 384GB
Memory BW (TB/s) 7.4 8.6 6.5
Back-end CoWoS-S CoWoS-L CoWoS-S EMIB-T EMIB-T CoWoS-S/SOIC EMIB-T or CoWoS

Sources: Company data, GF Securities (Hong Kong) Brokerage

Please be sure to read the disclosures at the end of this report carefully.

Figure 5: Meta ASIC Roadmap

MTIA 300 MTIA 400 MTIA 400+ MTIA 450 MTIA 500
Code name Athena Iris Plus Iris Plus+ ARKE Astrid
Time 2Q26 2Q26 3Q26 1Q27 3Q27
Design Service - compute BRCM BRCM BRCM BRCM BRCM
Design Service - I/O BRCM BRCM BRCM BRCM BRCM
Design Service - back-end BRCM BRCM BRCM BRCM BRCM
Compute 1*N3E 1*N3 2*N3 1*N2 N2
I/O 2*N4 2*N4 2*N3 +1 N3 SoC 2*N3 +1 N3 SoC N3
Memory 6*HBM3e 12Hi 6*HBM3E 12Hi 8*HBM3E 12Hi 8*HBM4 12Hi 8*HBM4 12Hi
Memory spec 216GB 216GB 288GB 288GB 384GB
Memory BW (TB/s) 6.1 9.2 9.2 12.8 TBD
TDP (W) 800 1000 1200 1400 TBD
Back-end CoWoS-S CoWoS-L CoWoS-L CoWoS-L CoWoS-L

Sources: Company data, GF Securities (Hong Kong) Brokerage

Figure 6: NPO OE shipment forecast

2027 2028
Market for Nvidia's scale up 3.2T NPO (k units)
Rubin Ultra chip for NVL576(m units) 1.0 6
NPO Penetration rate 60% 95%
OE per GPU/switch ASIC 4 4
OE 2.3 22.8
Considering pull-in 6 19
Market for AWS's scale up 6.4T NPO (k units)
Trainium 4 in total (m units) 0.8 4.5
NPO Penetration rate 80% 80%
Trainium 4 for Scale Up (m units) 0.6 3.6
OE per GPU/switch ASIC 4 4
OE 2.6 14.4
Considering pull-in 5 12
Market for Other CSPs' scale up NPO (k units)
OE 9.0
Market for Total scale up NPO (k units)
Total 4.8 46.2
Considering pull-in 11 40

Sources: Company data, GF Securities (Hong Kong) Brokerage

Please be sure to read the disclosures at the end of this report carefully.

Figure 7: Intel's backend revenue forecast (USD bn)

260824_ASIC展望_gfhk_asic-outlook-wrapup_005

Sources: Company data, GF Securities (Hong Kong) Brokerage

Risks

  • 1) AI demand slowdown, 2) infrastructure deployment, 3) supply constraints, 4) competition.

Rating definitions

Benchmark: Hang Seng Index (Hong Kong)

Company ratings Buy

Stock expected to outperform benchmark by more than 10 %

Hold

Expected stock relative performance ranges between -10% and 10%

Underperform

Stock expected to underperform benchmark by more than 10%

Sector ratings

Positive

Sector expected to outperform benchmark by more than 10%

Neutral

Expected sector relative performance ranges between -10% and 10%

Cautious

Sector expected to underperform benchmark by more than 10%

Hong Kong Company

GF Securities (Hong Kong) Brokerage Limited

Address

27/F, GF Tower, 81 Lockhart Road, Wan Chai, Hong Kong

Telephone

(852) 37191111

Email

evanlee @gfgroup.com.hk