BWB — Business With Brian · April 2025
BWB — Business With Brian · 2025年4月

9 AI Choke Points and the Stocks Sitting on Top

9大AI瓶颈与坐拥瓶颈的股票

During the Gold Rush, the man who built his fortune wasn't panning for gold — he was selling shovels. AI has nine physical constraints the entire build-out can't move without. Here's the company sitting on top of each one.

淘金热时,真正发财的人不是在淘金——他在卖铲子。AI有九个基建无法绕过的物理瓶颈。以下是每个瓶颈背后的龙头公司。

9 9 Choke points 瓶颈
9 9 Dominant stocks 龙头股
3 3 Allocation layers 配置层级
144 wk 144周 Transformer lead time 变压器交付周期

The Shovel-Seller Pattern

卖铲子的人

During the California Gold Rush, thousands rushed west and most went broke. The man who built his fortune wasn't panning for gold — he was selling denim pants and shovels. When the internet exploded in the '90s, everyone piled into Cisco. They were right about the direction. But if you bought at the peak, you waited 20 years to break even.

加州淘金热时,成千上万的人涌向西部,大多数破产了。真正发财的人在卖牛仔裤和铲子。互联网泡沫时,所有人涌入思科。方向没错,但如果你在顶部买入,要等20年才能回本。

In every one of those moments, the real money was never in the obvious play. It was in the companies sitting on top of the physical constraint — the thing the entire build-out can't move without. AI has nine of those constraints in 2026.

每一次,真正的钱从来不在显而易见的标的上。而在那些坐拥物理瓶颈的公司——整个基建无法绕过的东西。AI在2026年有九个这样的瓶颈。

The Frame

框架

Don't buy the gold. Buy the shovel. Nine physical choke points. Nine dominant stocks. Three allocation layers. This is the map.

别买金子,买铲子。九个物理瓶颈。九只龙头股。三个配置层级。这就是地图。

Layer 1: Power & Cooling

第一层:电力与散热

Nothing in AI works without power and cooling. The foundation layer — 40% of the allocation.

AI没有电力和散热什么都做不了。基础层——占配置的40%。

3,800 MW Nuclear
3800兆瓦核电

Vistra (VST)

Vistra (VST)

3,800 MW of contracted nuclear power for AI data centers — double the nearest competitor. Deregulated market means they sign direct long-term contracts with hyperscalers at real market prices. Meta: 2 GW, 20-year deal. Amazon: 1.2 GW, 20 years. When gas prices rise, nuclear's fixed cost structure means Vistra's margin expands while everyone else's shrinks. Revenue grew 13% last year; guiding 22% EBITDA growth in 2026. PEG ratio: 1.3.

3800兆瓦签约核电供AI数据中心——是最近对手的两倍。自由市场意味着可以与超算商签直接长期合同。Meta:2吉瓦20年。Amazon:1.2吉瓦20年。天然气涨价时,核电的固定成本结构意味着Vistra利润率扩大,而其他人的在缩。营收去年增长13%;2026年指引EBITDA增长22%。PEG比率:1.3。

128–144 wk Lead Time
128–144周交付

Eaton (ETN)

Eaton (ETN)

Transformer lead times: 128–144 weeks — nearly 3 years. Half of planned US data center builds in 2026 are delayed or canceled because of this alone. Eaton owns the full chain: transformers, switchgear, power distribution units, busway — the only company end-to-end. They capture $3.4M per MW of installed data center capacity. Current backlog represents 11 years of installed capacity at 2025 build rates. EPS nearly doubled in 4 years. Operating margin: 14% → 19%, targeting 30% in data center segment for 2026.

变压器交付周期:128–144周——近3年。2026年美国一半计划中的数据中心因变压器延迟或取消。Eaton拥有完整链条:变压器、开关设备、配电单元、母线——唯一端到端的公司。每兆瓦装机容量获340万美元收入。当前积压订单相当于2025年建设速率下11年的产能。4年内EPS近翻倍。运营利润率从14%升至19%,数据中心板块2026年目标30%。

132 kW per Rack
每机架132千瓦

Vertiv (VRT)

Vertiv (VRT)

Nvidia's latest AI racks pull 132 kW — nearly 10× a traditional server's 10–15 kW. Air cooling can't handle it. Vertiv owns UPS systems, power distribution, and liquid cooling as one integrated system — the only major player with all three under one roof in 2026. Nvidia named them their preferred infrastructure provider for AI factories globally. EPS grew 199% last year. Guiding 30% revenue growth in 2026. Entered 2026 with $15B committed backlog — more than a full year of revenue already signed.

英伟达最新AI机架功耗132千瓦——传统服务器的近10倍。风冷无法应对。Vertiv拥有UPS、配电和液冷一体化系统——2026年唯一同时拥有三者的主要玩家。英伟达指定为全球AI工厂首选基础设施供应商。EPS去年增长199%。2026年指引营收增长30%。以150亿美元承诺积压订单进入2026年——已超过全年营收。

Layer 2: The Silicon Stack

第二层:硅层

Where the highest upside lives over the next five years — 40% of the allocation.

未来五年最高上行空间所在——占配置的40%。

PEG 0.25
PEG 0.25

Micron (MU)

美光 (MU)

Every HBM supplier on the planet is sold out through 2026, with waitlists into 2027. Micron holds 21% of global HBM supply — and they're the only major player with US fabs and domestic helium access. When Korean input costs rise, Micron either gains market share (SK Hynix produces less) or the whole market's price expands. Revenue grew 56% last year; EPS expanded 175%. PEG ratio: 0.25 — the lowest on this list by far.

全球所有HBM供应商2026年全部售罄,候补名单排到2027年。美光占全球HBM供应的21%——唯一拥有美国晶圆厂和国内氦气来源的主要玩家。韩国投入成本上升时,美光要么抢占份额,要么全市场价格上升。营收去年增长56%;EPS增长175%。PEG比率:0.25——本清单中最低。

TSMC Overflow
台积电溢出

Amkor (AMKR)

Amkor (AMKR)

CoWoS demand growing 80% YoY — supply only at 50%. The gap won't close in 2026. Nvidia controls over half of TSMC's CoWoS capacity, meaning every other AI chipmaker (Broadcom, AMD, custom ASICs) needs a second source. Amkor is that second source. Their Arizona facility sits directly adjacent to TSMC's US fabs, funded in part by the CHIPS Act. Advanced packaging business expected to nearly triple this year as overflow demand falls into their lap.

CoWoS需求增长80%——供应仅50%。缺口2026年不会闭合。英伟达控制台积电CoWoS产能的一半以上,意味着其他所有AI芯片制造商都需要第二来源。Amkor就是那个第二来源。亚利桑那工厂紧邻台积电美国工厂,部分由CHIPS法案资助。先进封装业务预计今年近翻三倍

$73B AI Orders
730亿AI订单

Broadcom (AVGO)

博通 (AVGO)

Entered 2026 with $73 billion in signed AI orders — 18–24 months of committed revenue before the year started. Two pieces of the networking layer: custom AI accelerators (Google's TPU, Meta's MTIA, Amazon's Trainium — all co-designed with Broadcom, 60–70% custom AI chip market share) and Ethernet switching (Tomahawk 6 controls 80% of Open Ethernet). AI went from footnote to $8B last quarter — 43% of total revenue. Guidance already up 27% for the next quarter.

730亿美元签约AI订单进入2026年——年初就锁定18-24个月营收。网络层的两块:定制AI加速器(Google TPU、Meta MTIA、Amazon Trainium——均与博通联合设计,60-70%定制AI芯片市场份额)和以太网交换(Tomahawk 6控制80%开放以太网市场)。AI从注脚变为上季度80亿美元——占总营收43%。下季度指引已上调27%。

63M Transceivers
6300万收发器

Marvell (MRVL)

迈威尔 (MRVL)

63 million 800G+ optical transceivers shipping this year — a 2.6× jump from last year — with a Marvell chip inside every one. The optical DSP converts electrical signals to light pulses for fiber. Market is a duopoly (Marvell #1, Broadcom #2). At 224 Gbps, copper reaches less than 1 meter and consumes 30% of the cluster's power. Optical cuts that by 70%. The data center industry doesn't have a choice — they have to switch. EPS tripled in a single year on a segment that barely existed when the Inphi acquisition closed.

6300万个800G+光收发器今年出货——比去年增长2.6倍——每个里面都有迈威尔芯片。光DSP将电信号转换为光纤中的光脉冲。市场是双寡头(迈威尔第一,博通第二)。224 Gbps下,铜线传输不到1米且消耗集群30%的功耗。光传输降低70%。数据中心没有选择——必须切换。EPS在Inphi收购后一个业务几乎不存在的细分市场一年内翻三倍

Layer 3: Physical Materials

第三层:原材料

Supply deficits that don't resolve quickly — 20% of the allocation, longer time horizons, value plays.

不会很快解决的供应缺口——占配置的20%,更长周期,价值型配置。

42¢/lb Cash Cost
每磅42美分

Southern Copper (SCCO)

南方铜业 (SCCO)

27–33 tons of copper per megawatt of installed data center capacity. A single 100 MW hyperscale facility consumes more copper than most mid-sized city infrastructure projects combined. Copper is inside everything that's not silicon — power distribution, cooling loops, transformers, bus bars. S&P Global projects a 330,000 ton deficit in 2026, widening to a 10 million ton shortfall by 2040. Southern Copper: largest reserve base of any publicly listed miner (51.1M tons), producing at 42¢/lb net cash cost — five times cheaper than competitors. Revenue nearly doubled over 5 years; 52% operating margin.

每兆瓦数据中心装机容量需要27–33吨铜。单个100兆瓦超算商设施消耗的铜超过大多数中等城市基建项目的总和。铜在所有非硅的东西里——配电、冷却回路、变压器、母线。S&P Global预测2026年33万吨铜缺口,到2040年扩大到1000万吨。南方铜业:公开上市矿企中最大储量基础(5110万吨),生产成本每磅42美分——比竞争对手便宜5倍。5年营收近翻倍;52%运营利润率

36× Fiber Demand
36倍光纤需求

Corning (GLW)

康宁 (GLW)

AI data centers require 36× more fiber than a traditional server rack. Lead times on ribbon fiber: 60+ weeks. Corning makes the optical fiber cable connecting every server, switch, and GPU cluster — and every one of those 63M transceivers requires fiber. Operates the world's largest fiber cable plant (Hickory, NC). Meta signed a multi-year deal worth up to $6B in January. Demand growing 22–25% annually; supply can only expand 11–19%. New preform capacity takes 18–24 months to come online. Operating income doubled in a single year. Hyperscaler optical segment grew 61%.

AI数据中心需要36倍于传统机架的光纤。带状光纤交付周期:60周以上。康宁制造连接每台服务器、交换机和GPU集群的光缆——6300万个收发器每个都需要光纤。运营全球最大光纤工厂(北卡Hickory)。Meta 1月签署最高60亿美元多年协议。需求年增22-25%;供应仅能扩张11-19%。新预制棒产能需18-24个月上线。运营收入一年翻倍。超算商光学业务增长61%。

The 3-Layer Allocation Model

三层配置模型

Not equal parts — conviction-weighted across three layers of the stack.

不是平均分配——按信念加权跨三层。

40% · Foundation
40% · 基础层

Power & Cooling

电力与散热

Vistra, Eaton, Vertiv. Lower volatility, steady compounding. The demand story doesn't depend on any one company winning the chip wars. Nothing in AI works without power and cooling.

Vistra、Eaton、Vertiv。较低波动,稳定复利。需求故事不依赖任何一家公司赢得芯片战争。没有电力和散热,AI什么都做不了。

40% · Silicon
40% · 硅层

The Silicon Stack

硅层

Micron, Amkor, Broadcom, Marvell. Highest upside over the next 5 years. The photonics transition is just beginning. Custom silicon is accelerating. HBM demand has no ceiling in sight. Marvell and Broadcom are the conviction positions inside this group.

美光、Amkor、博通、迈威尔。未来5年最高上行空间。光子转型刚刚开始。定制芯片加速。HBM需求没有天花板。迈威尔和博通是这一组的信念仓位。

20% · Materials
20% · 原材料

Physical Materials

原材料

Southern Copper and Corning. Supply deficits are real and don't resolve quickly. Longer time horizons, more value-oriented plays. The choke points are structural — they can't be engineered around.

南方铜业和康宁。供应缺口真实且不会快速解决。更长周期,更偏价值型。瓶颈是结构性的——无法通过工程设计绕过。

All Recommended Tickers

全部推荐标的

Ticker
代码
Choke Point
瓶颈
Why
逻辑
VST
VST
Nuclear Power
核电
3,800 MW contracted — double nearest rival; fixed-cost nuclear wins when gas prices rise
3800兆瓦签约——最近对手两倍;天然气涨价时核电固定成本占优
ETN
ETN
Transformers
变压器
128–144 wk lead times; 11 yr backlog; only end-to-end power chain provider
128-144周交付;11年积压;唯一端到端电力链供应商
VRT
VRT
Cooling
散热
132 kW per rack broke air cooling; Nvidia's preferred infra provider; $15B backlog
每机架132千瓦突破风冷极限;英伟达首选基建商;150亿积压
MU
MU
HBM Memory
HBM内存
21% global HBM; US supply chain insulated from Hormuz; PEG 0.25 — fastest grower
全球HBM 21%;美国供应链免受霍尔木兹影响;PEG 0.25——增速最快
AMKR
AMKR
Advanced Packaging
先进封装
CoWoS overflow from TSMC; Arizona fab adjacent to TSMC US; packaging biz tripling this year
台积电CoWoS溢出需求;亚利桑那工厂紧邻台积电;封装业务今年翻三倍
AVGO
AVGO
Networking Silicon
网络芯片
$73B signed AI orders; 60-70% custom AI chip market; 80% Open Ethernet switching
730亿签约AI订单;60-70%定制AI芯片市场;80%开放以太网交换
MRVL
MRVL
Photonics
光子
63M transceivers shipping; optical DSP duopoly #1; copper hits physics wall at 224 Gbps
6300万收发器出货;光DSP双寡头第一;224Gbps铜线触及物理极限
SCCO
SCCO
Copper
42¢/lb cash cost (5× cheaper); 330K ton 2026 deficit; 51.1M ton reserve base
每磅42美分(便宜5倍);2026年33万吨缺口;5110万吨储量
GLW
GLW
Fiber Optics
光纤
36× more fiber per AI rack; $6B Meta deal; demand 22-25% vs supply 11-19%
AI机架需36倍光纤;60亿美元Meta协议;需求22-25% vs 供应11-19%