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Deep Dive · Nefarious Trading
Vol. 01 · No. 36
May 27, 2026
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Thematic Research
Data Center Power Transition
800 VDC
The Big Idea
AI Needs Power
▲ The companies that deliver it win
Thematic · Deep Dive · Why NVIDIA Is Changing How Data Centers Get Power

AI is running out of power. NVIDIA just told the world how it plans to fix that — and which companies it needs to do it.

Here is the simple version. The AI chips that NVIDIA sells are getting so powerful that the buildings they live in — data centers — literally cannot feed them enough electricity. The old way of wiring a data center hits a wall. So NVIDIA drew up a brand-new blueprint for how electricity should flow through a data center, called 800 VDC. To build it, NVIDIA needs help from dozens of companies that make transformers, power chips, cables, and batteries. NVIDIA literally published the list of partners it is working with. This report explains why this shift matters in plain English, names every company on NVIDIA's partner list, and then highlights the stocks we already follow — like HYLN and WOLF — that should benefit as this plays out. The spending here is estimated at $50-80 billion over the next five years, completely separate from the money spent on the AI chips themselves.

Power Per Rack
2x More
From 3-4 MW today to 8 MW by 2027
New Spending
$50-80B
Over 5 years · just on power gear
Wasted Steps Cut
7 → 3
Fewer power conversions = less waste
Partners Named
28
Companies NVIDIA is working with
§ 01 — The Big Idea, Explained Simply

Think of it like a house that suddenly needs way more electricity. You can't just plug a factory into a wall outlet.

Imagine your house runs fine on normal wiring. Now imagine you want to plug in something that uses as much power as an entire factory. The wires in your walls would melt. You would need to rebuild the whole electrical system — thicker wires, a bigger panel, a totally different setup. That is exactly the problem NVIDIA's customers are facing with AI. Each rack of AI chips used to need about as much power as a few houses. The new ones need as much as a small neighborhood. The old data center wiring simply cannot deliver that much electricity safely or efficiently. So NVIDIA designed a new system called 800 VDC. The companies that build the parts for this new system are about to get a wave of orders — and that is the investment opportunity.

The short version: AI chips need more power than data centers can currently deliver. NVIDIA designed a new electrical system (800 VDC) to fix it. Building it means buying new transformers, power chips, cables, and batteries from a specific list of companies. That is $50-80 billion of spending over five years. We name every company NVIDIA listed — then highlight the ones we already follow (like HYLN and WOLF) that should ride this wave.
→ Reason 01
The chips got too hungry for power
A "rack" is a tall cabinet full of computer chips. Today's AI racks use 3-4 megawatts — enough to power a few thousand homes. NVIDIA's 2027 racks will need up to 8 megawatts, double that. The old wiring physically can't carry that much. Something had to change, and NVIDIA is the one forcing the change.
→ Reason 02
The new system wastes way less energy
Every time electricity gets converted from one form to another, a little is lost as heat. The old system had about 7 of these conversion steps. The new 800 VDC system has only 3. Fewer steps means less wasted power, less heat to cool down, and more room in the building for actual computers instead of bulky electrical equipment.
→ Reason 03
NVIDIA already told us who builds it
NVIDIA published a slide listing 28 partner companies it is working with to build this new power system. When the most important company in AI tells you exactly which suppliers it depends on, that is a roadmap. Those companies are first in line for the orders — and some of them are stocks we already follow.
§ 02 — What Actually Changes (In Plain English)

The old way had too many middle-men for the electricity. The new way cuts most of them out.

Picture electricity as water flowing from a city reservoir to your kitchen tap. In the old data center design, the water passed through about seven different pumps and valves before reaching the chips — and each one leaked a little. NVIDIA's new 800 VDC design removes most of those pumps and sends the power almost straight to the chips at a much higher "pressure" (voltage). Higher pressure means you can push the same amount of power through much thinner pipes — which saves a huge amount of copper, space, and money.

Old System (2025) vs New System (2027)

Power each rack can use
3-4 MW → 8 MW (doubles)
Conversion steps (energy waste points)
7 steps → 3 steps
Copper needed for wiring
About 75% less
Voltage at the rack
54 volts → 800 volts

What Gets Thrown Out

The old design used a few big, expensive pieces of equipment that the new design simply doesn't need anymore. Companies that only make these old parts are in trouble:

  • The AC battery-backup units (called "AC UPS") — giant boxes that kept power steady. Gone in the new design.
  • The old power distribution cabinets (called "PDUs") — the boxes that split power to different parts. Gone.
  • The thick low-voltage wiring — replaced by much thinner high-voltage wiring.

What Gets Bought Instead (The New Shopping List)

The new design needs new parts — and this is where the money flows:

  • Solid-state transformers — a smarter, smaller kind of transformer that does the job of the old bulky one. Brand-new market.
  • High-voltage power chips — special chips (made of a material called silicon carbide) that can handle 800 volts without melting.
  • Batteries built right into the system — in the old design batteries were optional. In the new design they are required, to smooth out AI's spiky power demand.
  • New cables and connectors — designed for high-voltage DC power.

Why Batteries Suddenly Matter So Much

AI computers don't use power smoothly. They spike — drawing a flood of electricity one second and much less the next. That kind of jerky demand can damage the power grid. So the new design requires big batteries sitting right at the front of the data center to act like a shock absorber, smoothing out the spikes. This turns battery storage from a "nice to have" into a "must have" — which is great news for battery companies.

Bottom line: The old way of powering data centers is being replaced. Companies that make the OLD parts (big AC battery units, old power cabinets) lose business. Companies that make the NEW parts (solid-state transformers, high-voltage power chips, batteries) win big. The whole point of this report is figuring out which stocks are on the winning side.
§ 03 — Every Company NVIDIA Named As A Partner

NVIDIA published the full list. Here are all 28 — and what each one actually does.

This is the heart of the report. NVIDIA put out a slide titled "Who We're Working With" listing the 28 companies it is partnering with to build the 800 VDC power system. When NVIDIA — the most important company in AI — tells you exactly which suppliers it depends on, you pay attention. Below is every single company on that slide, grouped by what they make, explained in plain language. Not all of them are easy to buy as a US investor (some are based in Asia or Europe), but knowing the full list tells you where the money is going to flow.

Group 1 — The Big Power Equipment Makers

These companies make the large electrical gear — transformers, switchgear, and the systems that move power around the building.

CompanyWhere It TradesWhat They Make (Plain English)
ABBABBNY (US ADR)Makes the new "solid-state transformers" that sit at the front of the new design. A core winner.
EatonETN (US)Makes switchgear, breakers, and power distribution gear. One of the biggest direct beneficiaries.
VertivVRT (US)Builds the power and cooling systems inside the racks. Works directly with NVIDIA on the design.
Schneider ElectricSBGSY (US ADR)French giant that makes data center power and electrical gear. Direct competitor to Eaton and ABB.
SiemensSIEGY (US ADR)German industrial giant. Makes switchgear and power management equipment.
GE VernovaGEV (US)The power/grid company spun out of GE. Makes the gear that gets electricity from the grid to the data center.
HitachiHTHIY (US ADR)Japanese giant. Makes transformers and grid power systems, big in Asia.
Mitsubishi ElectricMIELY (US ADR)Japanese maker of switchgear, transformers, and power chips.
Delta Electronics2308.TW (Taiwan)One of the world's largest makers of power supplies for servers. Huge volume player.

Group 2 — The Power-Chip Makers (Silicon Carbide & Gallium Nitride)

These make the special chips that can handle high voltage without overheating. This is the "secret sauce" that makes 800 VDC physically possible.

CompanyWhere It TradesWhat They Make (Plain English)
InfineonIFNNY (US ADR)The biggest, most profitable power-chip maker in the world. The safe blue-chip way to play this.
onsemiON (US)US power-chip maker, profitable, expanding fast. A solid mid-size bet.
STMicroelectronicsSTM (US)European chip maker, supplies Tesla. Strong in the high-voltage chips this needs.
NavitasNVTS (US)Small pure-play in gallium nitride (GaN) chips. NVIDIA signed a deal to use its chips in AI data centers.
ROHM6963.T (Japan)Japanese maker of silicon-carbide power chips, heavy in cars and industry.
RenesasRNECY (US ADR)Japanese chip maker. Makes the control chips and power-management chips.
Alpha & Omega SemiconductorAOSL (US)Smaller US maker of power transistors used in computing and industry.
EPC (Efficient Power Conversion)PrivateA pioneer of GaN power chips. Not publicly tradable, but a key technology name.
Innoscience2577.HK (Hong Kong)Chinese GaN chip maker. Lower-cost, but carries China-related risk.

Group 3 — The Analog & Power-Management Chip Makers

These make the smaller "brain" chips that manage and regulate the power flow at every step. Many already sell heavily to NVIDIA.

CompanyWhere It TradesWhat They Make (Plain English)
Monolithic Power SystemsMPWR (US)Already a major supplier of power chips for NVIDIA's GPUs. The 800 VDC shift deepens this. Under-the-radar winner.
Analog DevicesADI (US)Huge maker of high-quality power-management chips. A quieter, safer way to play the trend.
Texas InstrumentsTXN (US)One of the largest chip makers. Power-management chips across the whole system.
Power IntegrationsPOWI (US)Focused maker of power-conversion chips. (A name we already follow.)
MPS (Monolithic Power)MPWR (US)Same company as above — the logo appears as "MPS" on NVIDIA's slide.
Richtek6286.TW (Taiwan)Taiwanese maker of power-management chips.

Group 4 — The Builders, Cables & Manufacturing Partners

These companies physically assemble the power supplies, make the cables, and put the whole thing together.

CompanyWhere It TradesWhat They Make (Plain English)
Flex (Flextronics)FLEX (US)A contract manufacturer — builds power supplies and full systems for other companies.
BizLink3665.TW (Taiwan)Makes the cables, busbars, and connectors — the "copper plumbing" of the system.
Lite-On2301.TW (Taiwan)One of the biggest makers of server power supplies in the world.
Megmeet002851.SZ (China)Chinese maker of power electronics and charging systems.
Lead WealthPrivate / smallerChinese maker of magnetics and inductors — small but essential power parts.
Heron PowerPrivate (startup)A US startup building high-density power conversion specifically for AI data centers.
How to read this list: The bolded companies are the easiest for a US investor to buy and the most directly tied to the 800 VDC win — ABB, Eaton, Vertiv (equipment), Infineon, onsemi, STMicro (power chips), and MPWR, ADI, TXN (management chips). The rest are real partners too, but some trade overseas or are private. Either way, this is NVIDIA literally handing you the supplier roadmap.
§ 04 — Names We Already Follow That Win From This

The partner list is the obvious play. But some stocks already on our radar benefit just as much.

The 28 NVIDIA partners are the direct beneficiaries. But the 800 VDC shift creates a bigger wave that lifts other boats too — and several of those are names we have already researched and follow. These are the ones worth re-examining specifically because of this power story. Here is why each one connects.

The Power-Generation Plays

TickerCompanyWhy 800 VDC Helps It
HYLNHyliionIts KARNO generator makes power on-site and — critically — outputs native 800V DC, the exact voltage the new racks want. If data centers need power right at the building because the grid is too slow, on-site generators like KARNO become very interesting. Direct fit with this thesis.
FLNCFluence EnergyMakes big battery storage systems. Remember: the new design REQUIRES batteries at the front of the data center to smooth out AI's spiky power use. Battery demand goes from optional to mandatory.
CSIQCanadian SolarSolar plus storage. As data centers scramble for any power source they can get, on-site solar and battery combos become part of the answer.

The Power-Chip Play

TickerCompanyWhy 800 VDC Helps It
WOLFWolfspeedThe only US pure-play maker of silicon-carbide chips — the exact material needed to handle 800 volts. It just came out of bankruptcy with a clean balance sheet and its AI data center revenue is growing 30% each quarter. Highest-risk, highest-reward name on this list. (See our full WOLF report.)
POWIPower IntegrationsActually appears on NVIDIA's official partner slide. Makes power-conversion chips. A name we already follow that is directly named by NVIDIA.
AMPGAmpliTechSmaller component maker with exposure to the broader data center and high-frequency build-out. More of a watch-list satellite play.

The Connectivity & Infrastructure Plays

TickerCompanyWhy 800 VDC Helps It
LUMNLumen TechnologiesDoesn't make power gear — but bigger, more powerful data centers need more fiber connecting them. LUMN is the "physical layer" carrying AI data between these power-hungry buildings.
HLITHarmonicBroadband and network infrastructure. Benefits from the overall data center build-out wave, even if indirectly.
CLFDClearfieldFiber connectivity hardware — same indirect "more data centers need more fiber" logic as LUMN.
NBIS / CRWVNebius / CoreWeaveThese actually BUILD and run AI data centers. They are the customers buying all this 800 VDC gear. They feel the power bottleneck firsthand and benefit when it gets solved.
The connection in one sentence: HYLN and FLNC make the power and batteries the new design needs, WOLF and POWI make the high-voltage chips, LUMN and the fiber names carry the data between these buildings, and NBIS/CRWV are the data centers actually buying everything. Every one of these already-followed names has a real thread back to the 800 VDC story.
§ 05 — How Big Is The Money?

$50-80 billion of new spending. And that's just the power gear, not the AI chips.

Let's put real numbers on this. Industry estimates say the world will spend somewhere between $50 billion and $80 billion building out this new 800 VDC power infrastructure between now and 2030. To be clear: that is money spent ONLY on the power equipment — transformers, chips, cables, batteries. It does not include the hundreds of billions being spent on the actual NVIDIA AI chips. This is a separate, additional pile of money flowing to the companies on the partner list.

Where The $50-80 Billion Goes

Type Of GearEstimated SpendWho Makes It
High-voltage distribution gear (switchgear, busways)~$15-20BVertiv, Eaton, ABB
Solid-state transformers~$10-15BABB, Eaton, Siemens
Rack systems & cooling~$12-18BVertiv, nVent
High-voltage power chips (SiC/GaN)~$8-12BWolfspeed, onsemi, Infineon, Navitas
Battery storage systems~$10-15BFluence and others
Total over 5 years$55-80BSeparate from AI chip spending

Why The Spending Is Basically Guaranteed

Here is the part that makes this different from a typical "hot stock" story. The companies building AI data centers — Microsoft, Google, Amazon, Meta, Oracle — are spending around $350 billion combined in 2026 on AI infrastructure. They have already committed the money. They have already ordered the NVIDIA chips. Those chips are useless if the building can't power them. So the power upgrade isn't optional — it's the thing standing between these companies and the AI capacity they've already paid for. When spending is forced like that, the suppliers tend to do very well.

One Real Risk On The Numbers

The timeline matters. The big shift to 800 VDC happens around 2027, when NVIDIA's next-generation chips (called Rubin) arrive. If those chips are delayed, the power spending gets pushed back too. So while the direction is very likely, the exact timing could slip by a year or more. That's the main thing to watch.

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§ 06 — Who Wins And Who Has To Fight For It

Being on NVIDIA's list is a huge head start. But these companies still compete with each other.

Getting named by NVIDIA is like a restaurant getting recommended by the most famous food critic in the world — suddenly everyone wants in. But the named companies still have to compete with each other for the actual orders. Here's how the main battles shake out, in simple terms.

The Equipment Makers: Vertiv vs Eaton vs ABB vs Schneider

These four are the giants fighting for the big power-equipment orders. Vertiv is the most focused on data centers specifically and works hand-in-hand with NVIDIA. Eaton and ABB are bigger overall but spread across many industries. Schneider and Siemens are the European competitors. The simple takeaway: Vertiv is the purest data-center bet, Eaton is the steady giant, and there's enough spending coming that several of them can win at once.

The Power-Chip Makers: Infineon vs onsemi vs STMicro vs Wolfspeed

These make the high-voltage chips. Infineon is the biggest and most profitable — the safe choice. onsemi and STMicro are profitable mid-size players. Wolfspeed is the small, risky, pure-play that just came out of bankruptcy. The simple takeaway: if you want safety, go with the profitable giants; if you want the high-risk, high-reward lottery ticket, that's Wolfspeed.

The Threat From China

Chinese companies are building similar power chips at lower cost, backed by their government. For now, the American and European companies have a technology lead — especially on the most advanced chips needed for 800 volts. But over time, cheap Chinese competition could eat into the simpler parts of the market. This is the main long-term risk to watch for the chip makers.

Bottom line: Being named by NVIDIA is a big advantage, but it doesn't guarantee any single company wins everything. The good news for investors is that the total spending is so large that several companies in each group can succeed at the same time. You don't have to pick the one perfect winner — you can own a basket.
§ 07 — The Good And The Bad, Side By Side

Why this could work. And what could go wrong.

Why This Could Work (The Good)

  • NVIDIA literally published the plan. The customer demand isn't a guess — it's confirmed.
  • It's a physics problem, not a choice. The chips need the power. The upgrade has to happen.
  • The money is already committed. Big tech is spending ~$350B in 2026 on AI infrastructure.
  • $50-80 billion of new spending just on power gear, separate from the chips.
  • NVIDIA named 28 partners. You don't have to guess who benefits — there's a list.
  • Batteries became mandatory, not optional — a whole new market for storage companies.
  • Several names we already follow fit perfectly — HYLN, WOLF, FLNC, POWI.
  • Many ways to win. Equipment, chips, batteries, cables — pick a basket.

What Could Go Wrong (The Bad)

  • Some stocks already jumped. Vertiv and Wolfspeed have already run up a lot.
  • Timing could slip. If NVIDIA's 2027 chips are delayed, the power spending waits too.
  • If AI spending slows, the whole thesis cools off quickly.
  • Cheap Chinese competition could pressure the chip makers over time.
  • Wolfspeed still loses money on every sale — its turnaround isn't proven yet.
  • Big companies move slowly. Eaton and ABB won't see overnight jumps from this.
  • This is a multi-year story, not a quick trade — you need patience.
  • Some partners trade overseas and are hard for US investors to buy.
§ 08 — How To Actually Play It

Three ways to invest, from safest to riskiest. Pick what fits you.

You don't need to bet everything on one stock. The smartest way to play a big trend like this is usually a small basket. Here are three approaches, sorted from lowest risk to highest.

The Safe Way — Big, Profitable Companies

Buy the established giants that are profitable today and named by NVIDIA: Eaton (ETN) for power equipment, Infineon (IFNNY) or onsemi (ON) for power chips, and Analog Devices (ADI) or Texas Instruments (TXN) for management chips. These won't double overnight, but they make real money now and the AI power trend adds to their growth. Lower risk, steady upside.

The Balanced Way — The Pure-Play Leaders

Vertiv (VRT) is the cleanest pure data-center power bet and works directly with NVIDIA. Monolithic Power (MPWR) already sells power chips into NVIDIA's systems and is an under-the-radar winner. These have more upside than the giants but also more ups and downs. A core position in VRT plus MPWR captures most of the thesis.

The Risky Way — The Small, High-Reward Bets

This is where the names we already follow come in. Wolfspeed (WOLF) — the high-voltage chip pure-play, just out of bankruptcy, could double or could fall hard. HYLN — the on-site power generator with native 800V output. FLNC — batteries that just became mandatory. NVTS — the small gallium-nitride chip maker with an NVIDIA deal. Keep these small — under 1% each — because they can swing wildly. Size them as lottery tickets, not core holdings.

A Simple Sample Basket

StockRoleSuggested Size
VRT (Vertiv)Core pure-play equipment2-3%
ETN (Eaton)Steady giant1-2%
MPWR (Monolithic Power)NVIDIA chip supplier1-2%
ON or IFNNYProfitable power chips1%
WOLF / HYLN / FLNCHigh-risk, high-reward bets we followUnder 1% each

Catalyst Calendar — What To Watch

EventWhenWhy It Matters
Big tech earnings (MSFT, GOOG, META, AMZN)Late July 2026Confirms how much they're spending on AI power
Vertiv & Eaton earningsLate July 2026Shows how fast the orders are coming in
NVIDIA GTC conferenceFall 2026Updates on the 800 VDC design and timeline
NVIDIA Rubin chip launchLate 2026The chips that trigger the big power upgrade
Wolfspeed earningsAugust 2026Are its money-losing margins finally turning around?
§ 09 — The Full Cheat Sheet

Every name in one table. NVIDIA's partners plus the ones we already follow.

Here is the whole opportunity on one screen — the easy-to-buy NVIDIA partners at the top, then the names we already follow that benefit from the same wave. Use this as your quick-reference cheat sheet.

Ticker Group Risk Level Why It Wins From 800 VDC
VRTNVIDIA partnerMediumBuilds rack power + cooling, works with NVIDIA directly
ETNNVIDIA partnerLowSwitchgear and distribution — steady giant
ABBNYNVIDIA partnerLowMakes the new solid-state transformers
MPWRNVIDIA partnerMediumAlready supplies power chips to NVIDIA
ADINVIDIA partnerLowPower-management chips, quiet winner
TXNNVIDIA partnerLowPower-management chips across the system
IFNNYNVIDIA partnerLowBiggest, most profitable power-chip maker
ONNVIDIA partnerMediumProfitable US power-chip maker
STMNVIDIA partnerMediumHigh-voltage chips, supplies Tesla
GEVNVIDIA partnerMediumGets power from the grid to the data center
NVTNVIDIA partnerMediumEnclosures, racks, cooling hardware
FLEXNVIDIA partnerMediumBuilds the power supplies and systems
SBGSY / SIEGYNVIDIA partnerLowEuropean equipment giants (Schneider, Siemens)
WOLFWe already followHIGHUS pure-play high-voltage SiC chips · post-bankruptcy turnaround
HYLNWe already followHIGHOn-site generator with native 800V DC output
FLNCWe already followMedium-HighBattery storage — now mandatory in the design
POWIWe already followMediumPower-conversion chips · on NVIDIA's slide
NVTSWe already followHIGHSmall GaN chip maker · signed NVIDIA deal
CSIQWe already followHighSolar + storage for power-hungry data centers
LUMN / HLIT / CLFDWe already followMediumFiber/network gear connecting the data centers
NBIS / CRWVWe already followHighThe data centers actually buying all this gear
How to use this cheat sheet: The top block (bolded "NVIDIA partner" names) is where most people should start — they're directly named and easier to buy. The bottom block is the names we already follow and have researched, which benefit from the same wave but carry more risk. Match the risk level to your own comfort. Low = steady giants, High = small bets you keep small.
§ 10 — The Bottom Line

AI's biggest hidden problem is power. NVIDIA just handed us the list of companies fixing it.

Here is everything in one paragraph. AI chips have gotten so powerful that the buildings holding them can't deliver enough electricity. NVIDIA designed a brand-new power system called 800 VDC to solve this, and it published the exact list of 28 companies it's working with to build it. That means $50-80 billion of new spending over five years, on top of the money already going to AI chips — and the spending is basically guaranteed because big tech has already bought the chips and now needs to power them. The cleanest ways to play it are the named partners like Vertiv, Eaton, and the power-chip makers. The higher-risk, higher-reward angle comes from names we already follow — Wolfspeed, HYLN, and Fluence — that fit the story perfectly. This isn't a quick trade. It's a multi-year shift in how AI gets powered, and we now have the roadmap.

The Simple Game Plan

START HERE (SAFEST)
VRT + ETN + (ON or IFNNY) · profitable, NVIDIA-named
THE UNDER-THE-RADAR ONE
MPWR · already sells power chips to NVIDIA
OUR HIGH-RISK BETS
WOLF, HYLN, FLNC, NVTS · keep each under 1%
TOTAL SIZE
A 6-8% basket spread across safe + risky names
BIGGEST RISK
Timing — if NVIDIA's 2027 chips slip, spending waits
WHAT TO WATCH
NVIDIA Rubin launch late 2026 · the real trigger
"The AI chips are useless without power. NVIDIA told the world how it's fixing that — and which 28 companies it needs. That list is the trade."
One Last Thing

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The 800 VDC Trade — NVIDIA Is Rewriting Data Center Power | Nefarious Research