The AI bull run is just getting started and here is how you want to position before the biggest spending wave (Save this).
The chart shows hyperscaler capital spending rising from $491 billion in 2025 to an estimated $950 billion in 2026 and $1.4 trillion in 2027 and by 2030, spending could reach approximately $3 trillion.
The right side of the chart is especially important because analysts have continued raising their estimates.
The 2026 forecast increased from $731 billion to $950 billion, while the 2027 estimate rose from $833 billion to $1.4 trillion which suggests the AI infrastructure buildout is happening faster and at a larger scale than previously expected.
Now here is how you can benefit from all of this.
Nvidia is the obvious beneficiary but investors should also look at the companies supplying the less visible parts of the AI ecosystem.
Credo Technology makes high speed connectivity products that allow AI chips, servers, and switches to communicate while Astera Labs provides connectivity solutions that link CPUs, GPUs, memory, and storage inside AI servers.
As AI clusters become larger, these companies could benefit from the need to move data faster between processors.
Celestica manufactures and integrates servers, networking systems, and other data center hardware for large technology customers while Fabrinet produces complex optical and electronic equipment for other companies.
These businesses may benefit as hyperscalers outsource more of the manufacturing required to build AI infrastructure.
Applied Optoelectronics is a more direct optical networking play and it has announced a volume order for 1.6T data-center transceivers, which are designed to move data between next-generation AI systems.
Coherent and Lumentum also provide lasers, photonics, and optical components used in high-speed networks.
Semtech supplies signal conditioning and connectivity technology that helps preserve data quality as transmission speeds increase while Arista Networks and Cisco could benefit from selling the switches and networking systems that connect AI servers across data centers.
Marvell is exposed to custom AI chips, networking, and optical connectivity and ass cloud companies develop their own AI processors, Marvell could benefit from helping them design and connect those systems.
The power side of the buildout could create another group of winners.
Advanced Energy Industries supplies power conversion systems used in data centers and semiconductor equipment while Modine provides thermal management products, while Vertiv supplies cooling, power, and data center infrastructure.
This is exactly why we’re positioned across the entire AI infrastructure stack at Milk Road, not just there big names.
If you want to see the trades we’re making around this spending wave, join us using this link.
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GAVIN BAKER PORTFOLIO UPDATE
This is what Gavin Baker's public stock portfolio looked like as of the end of Q2
- SpaceX $SPCX: 27,332,943 shares, $4.67B
- Micron $MU: 711,364 shares, $821.1M
- Meta Platforms $META: 402,770 shares, $226.9M
- Cerebras $CBRS: 3,110,086 shares, $687.3M
- Astera Labs $ALAB: 1,216,795 shares, $587.7M
- Ciena $CIEN: 688,521 shares, $337.8M
- Credo $CRDO: 1,129,285 shares, $307.1M
- Palo Alto $PANW: 876,954 shares, $299.1M
- Unity $U: 10,245,819 shares, $292.8M
- Coherent $COHR: 642,101 shares, $253.3M
- NVIDIA $NVDA: 1,249,291 shares, $250.0M
- Amazon $AMZN: 969,629 shares, $231.1M
- CoreWeave $CRWV: 2,124,845 shares, $211.5M
- Google $GOOGL: 488,296 shares, $174.5M
- Twilio $TWLO: 720,338 shares, $148.6M
- Amphenol $APH: 640,069 shares, $112.9M
- Akamai $AKAM: 910,583 shares, $107.6M
- Affirm $AFRM: 1,273,050 shares, $103.8M
- GitLab $GTLB: 3,373,169 shares, $103.0M
- Intel $INTC: 663,802 shares, $92.7M
- Semtech $SMTC: 551,214 shares, $89.2M
- Cipher Digital $CIFR: 3,586,409 shares, $87.9M
- Tesla $TSLA: 204,275 shares, $85.9M
- Dick's Sporting Goods $DKS: 375,118 shares, $85.1M
- Wayfair $W: 843,860 shares, $78.0M
- Ambiq Micro $AMBQ: 877,123 shares, $77.4M
- Samsara $IOT: 2,308,649 shares, $74.9M
- ACV Auctions $ACVA: 9,903,239 shares, $71.2M
- Compass $COMP: 5,658,421 shares, $69.8M
- Wix $WIX: 1,458,458 shares, $66.2M
- Mastercard $MA: 93,629 shares, $48.1M
- PDF Solutions $PDFS: 658,536 shares, $46.6M
- ServiceTitan $TTAN: 542,092 shares, $38.3M
- Ferguson Enterprises $FERG: 147,759 shares, $35.1M
- Nokia $NOK: 2,524,974 shares, $33.5M
- Rogers Corp $ROG: 189,311 shares, $31.0M
- Natera $NTRA: 104,385 shares, $28.3M
- Warby Parker $WRBY: 698,903 shares, $21.2M
- Veeco Instruments $VECO: 237,919 shares, $18.0M
- Nebius $NBIS: 64,125 shares, $17.7M
- INNIO: 348,696 shares, $13.8M
- EquipmentShare $EQSH: 217,131 shares, $4.3M
- Taboola $TBLA: 835,026 shares, $4.2M
- Quantinuum $QNT: 39,853 shares, $3.3M
- Fervo Energy: 9,959 shares, $0.3M
- BitGo $BTGO: 29,611 shares, $0.15M
Options contracts:
- Invesco QQQ Trust put options $QQQ: 3,200,000 contracts, $2.36B
- Meta Platforms call options $META: 1,200,000 contracts, $675.9M
- Cerebras Systems call options $CBRS: 700,000 contracts, $154.7M
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