Technology / Semiconductor / Internet Research

Nicolas Baratte

Equity Bottom-Up

<ul>
<li>AI Accelerators (Nvidia and AMD GPU, hyperscalers’ chips) receive a lot of attention. AI rack assemblers, the companies that turn GPU into systems are equally interesting – and concentrated.</li>
<li>They are mostly Taiwanese firms: Hon Hai, Quanta, Wistron, Wiwynn and module makers like Accton. Growth of the top suppliers is impressive, stocks aren’t expensive.</li>
<li>2 different markets: hyperscalers customized racks, and Nvidia standard products. It is possible that standard racks that go into AI data centers or “AI factory” will outgrow hyperscalers’ spending.</li>
</ul>


AI Accelerators (Nvidia and AMD GPU, hyperscalers’ chips) receive a lot of attention. AI rack assemblers, the companies that turn GPU into systems are equally interesting – and concentrated.
They are mostly Taiwanese firms: Hon Hai, Quanta, Wistron, Wiwynn and module makers like Accton. Growth of the top suppliers is impressive, stocks aren’t expensive.
2 different markets: hyperscalers customized racks, and Nvidia standard products. It is possible that standard racks that go into AI data centers or “AI factory” will outgrow hyperscalers’ spending.


AI Servers: The Big System Designers / Assemblers in Taiwan

Asia Pac IPO & Placement Research, China biotech, Aequitas Research

Ke Yan, CFA, FRM

Asia Pac IPO & Placement Research, China biotech

IPOs and Placements coverage across Asia Pacific

Aequitas Research

We cover all listing across the Asia Pacific along with follow-up placements. As of Dec 2020, our team had covered 539 IPOs with a hit rate of 73.5% and 685 placements with a hit rate of 66.8%.

We combine fundamental bottom-up views with our proprietary quantitative framework to provide a holistic coverage across new listings and placements. Our coverage includes pre-IPO notes before the deal is launched, follow-up analysis once the deal is live and post-listing trading analysis as well.

Quantitative Analysis

<ul>
<li>We analyzed the changes in foreign holdings of TWSE Stocks as of Nov 14th. The aggregated holding was USD1,348.9bn.</li>
<li>We estimate that foreign flows to be outflows of USD1,286mln. We tabulate the league tables for top changes by value for 1W/4W/1Y and top stocks held by foreign institutions.</li>
<li>We highlight changes of foreign holdings in TSMC, Cleanaway, Hon Hai Precision, Delta Electronics, MediaTek, Cleanaway, TSMC, Hon Hai Precision, Delta Electronics, Mediatek.</li>
</ul>


We analyzed the changes in foreign holdings of TWSE Stocks as of Nov 14th. The aggregated holding was USD1,348.9bn.
We estimate that foreign flows to be outflows of USD1,286mln. We tabulate the league tables for top changes by value for 1W/4W/1Y and top stocks held by foreign institutions.
We highlight changes of foreign holdings in TSMC, Cleanaway, Hon Hai Precision, Delta Electronics, MediaTek, Cleanaway, TSMC, Hon Hai Precision, Delta Electronics, Mediatek.


TWSE Foreign Holding Weekly (Nov 14th): TSMC, Cleanaway, Hon Hai Precision, Delta Electronics

<ul>
<li>We analyzed the changes in short interest of TWSE Stocks as of Nov 14th. The aggregated short interest was USD28.4bn.</li>
<li>We tabulate league tables for top short by value and short as multiple of ADT, as well as weekly increases &amp; decreases in short value, short as multiple of ADT.</li>
<li>We highlight short interest changes in Jentech Precision Industrial, Asia Vital Components, WT Microelectronics, Accton Technology, Nanya Technology, Jentech Precision Industrial, Asia Vital Components, WT Microelectronics, Accton Technology, Nanya Technology.</li>
</ul>


We analyzed the changes in short interest of TWSE Stocks as of Nov 14th. The aggregated short interest was USD28.4bn.
We tabulate league tables for top short by value and short as multiple of ADT, as well as weekly increases &amp; decreases in short value, short as multiple of ADT.
We highlight short interest changes in Jentech Precision Industrial, Asia Vital Components, WT Microelectronics, Accton Technology, Nanya Technology, Jentech Precision Industrial, Asia Vital Components, WT Microelectronics, Accton Technology, Nanya Technology.


TWSE Short Interest Weekly (Nov 14th): Jentech Precision Industrial, Asia Vital Components

<ul>
<li>3Q25 (Oct-25) 5% above Consensus, Hopper growing incl H200, no Blackwell revenue. 4Q25 (Jan-25) guidance inline with Consensus but Nvidia has beat guidance for 8 quarters.</li>
<li>Jan-25: Blackwell revenue “several billion dollars”. Supply keeps to increase but supply constraints. GM will moderate to low-70% during Blackwell ramp due  but will stabilize at mid-70%.</li>
<li>The stock is not expensive, trading at its average multiples since 2019: 51x trailing EPS, 34x forward EPS. These multiples are high in an absolute sense, but average for NVDA.</li>
</ul>


3Q25 (Oct-25) 5% above Consensus, Hopper growing incl H200, no Blackwell revenue. 4Q25 (Jan-25) guidance inline with Consensus but Nvidia has beat guidance for 8 quarters.
Jan-25: Blackwell revenue “several billion dollars”. Supply keeps to increase but supply constraints. GM will moderate to low-70% during Blackwell ramp due  but will stabilize at mid-70%.
The stock is not expensive, trading at its average multiples since 2019: 51x trailing EPS, 34x forward EPS. These multiples are high in an absolute sense, but average for NVDA.


Nvidia: Maybe a Few Short-Term Concerns but Blackwell Looks like a Step Function Upwards

Asia and Global Semiconductor and Tech Research

Andrew Lu

<ul>
<li>Post 35% price gain in a quarter, many good news we expected and other analysts expected already factored into the share price. We believe the risk/reward not attractive here.</li>
<li>TSMC guides stronger 1Q24 and 2024, helped by Nvidia and copy cat AI GPU/ASIC orders. We see greater opportunities for alternative copy cat solutions like AMD and Alchip.</li>
<li>We attribute Nvidia customers' sales discrepancy to AI server is cannibalizing non-AI server and Nvidia is allocating more GPUs to premium price paying customers in 1H24 and reverse in 2H24.</li>
</ul>


Post 35% price gain in a quarter, many good news we expected and other analysts expected already factored into the share price. We believe the risk/reward not attractive here.
TSMC guides stronger 1Q24 and 2024, helped by Nvidia and copy cat AI GPU/ASIC orders. We see greater opportunities for alternative copy cat solutions like AMD and Alchip.
We attribute Nvidia customers' sales discrepancy to AI server is cannibalizing non-AI server and Nvidia is allocating more GPUs to premium price paying customers in 1H24 and reverse in 2H24.


From Nvidia Results to See Supply Chain Stories?

Taiwan

Wiwynn Corporation manufactures computer storage devices. The Company develops and sells servers, storage devices, network systems, and equipment room infrastructure products. Wiwynn markets its products throughout Taiwan.

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Wiwynn Corp (6669 TT)

AI Servers: The Big System Designers / Assemblers in Taiwan

Taiwanese AI rack assemblers are gaining attention for turning GPUs into systems, showing impressive growth in the AI server rack market. Stocks...

Nicolas Baratte

TWSE Foreign Holding Weekly (Nov 14th): TSMC, Cleanaway, Hon Hai Precision, Delta Electronics

We analyzed TWSE foreign holding data for the past week and highlighted foreign holding changes in TSMC (2330 TT), Cleanaway (8422 TT), Hon Hai...

Ke Yan, CFA, FRM

TWSE Short Interest Weekly (Nov 14th): Jentech Precision Industrial, Asia Vital Components

We analyzed TWSE short interest report for the past week and highlighted short interest changes in Jentech Precision Industrial (3653 TT), Asia...

Ke Yan, CFA, FRM

Nvidia: Maybe a Few Short-Term Concerns but Blackwell Looks like a Step Function Upwards

Nvidia beats 3Q25 guidance. 4Q25: Blackwell revenue several billions. Blackwell is the product driving revenues up by a step function higher. The...

Nicolas Baratte

From Nvidia Results to See Supply Chain Stories?

From Nvidia Results to See Supply Chain Stories? Post 35% price gain in a quarter, many good news already factored into the share price. We...

Andrew Lu

Price Gauge

52-week Range

Market Cap (USDm)

P/E

Dividend (Yield)

AI Servers: The Big System Designers / Assemblers in Taiwan

​Taiwanese AI rack assemblers are gaining attention for turning GPUs into systems, showing impressive growth in the AI server rack market. Stocks...

Nicolas Baratte

TWSE Foreign Holding Weekly (Nov 14th): TSMC, Cleanaway, Hon Hai Precision, Delta Electronics

We analyzed TWSE foreign holding data for the past week and highlighted foreign holding changes in TSMC (2330 TT), Cleanaway (8422 TT), Hon Hai...

Ke Yan, CFA, FRM

TWSE Short Interest Weekly (Nov 14th): Jentech Precision Industrial, Asia Vital Components

We analyzed TWSE short interest report for the past week and highlighted short interest changes in Jentech Precision Industrial (3653 TT), Asia...

Ke Yan, CFA, FRM

Nvidia: Maybe a Few Short-Term Concerns but Blackwell Looks like a Step Function Upwards

​Nvidia beats 3Q25 guidance. 4Q25: Blackwell revenue several billions. Blackwell is the product driving revenues up by a step function higher. The...

Nicolas Baratte

From Nvidia Results to See Supply Chain Stories?

From Nvidia Results to See Supply Chain Stories? Post 35% price gain in a quarter, many good news already factored into the share price. We...

Andrew Lu

Taiwanese AI rack assemblers are gaining attention for turning GPUs into systems, showing impressive growth in the AI server rack market. Stocks...

Nvidia beats 3Q25 guidance. 4Q25: Blackwell revenue several billions. Blackwell is the product driving revenues up by a step function higher. The...