Megawatt economics · data as of Sep 29, 2026
What a Megawatt Earns
Annual revenue per megawatt of electrical load for 21 uses of power, from GPU clouds and chip fabs to smelters, bitcoin and hydrogen; the plant each one ties up per megawatt; and who is actually asking the grid for capacity.
- GPU clouds book about what a steel minimill earns per MW.$7–25M a year. Blackwell quotes on vast.ai run $25–57M, at or above chip fabs ($21–45M). Ad-and-software platforms earn $67–81M; bitcoin and green hydrogen barely cover an 8.6¢/kWh power bill.Exhibit 1
- Per dollar of plant, GPU clouds turn over slowly.About 0.2× revenue per year on gross PP&E, like GlobalFoundries and Intel. Platforms, steel mills, CATL and pharma turn over 1–1.8×.Exhibit 2
- Data centers are the bid.88% of the 410 GW of large loads asking to connect in Texas are data centers. Industry is 1.3%, hydrogen 0.3%.Exhibit 4
Exhibit 1
Per megawatt, GPU clouds book about what a steel minimill earns, $7–25M a year, while Blackwell spot quotes reach chip-fab levels. Ad-and-software platforms earn about $75M; bitcoin and green hydrogen barely cover the power bill.
Annual revenue per megawatt of electrical load, $M per MW-year, log scale. FY2025 unless noted.
- Data centers & AI
- Chips, batteries & polysilicon
- Heavy industry, water & hydrogen
- Low-energy factories, for reference
- Company or price point
- Theoretical or trailing
Exhibit 2
Per dollar of plant, steel mills, batteries, carmakers, ad platforms and pharma bring in about $1–1.75 of revenue a year. GPU clouds and data-center landlords bring in about $0.20, like GlobalFoundries.
Annual revenue ÷ gross PP&E at fiscal year-end (asset turnover), dollars per dollar of plant. Right column: plant per MW of load, $M.
- Data centers & AI
- Chips, batteries & polysilicon
- Heavy industry & electrochemistry
- Low-energy factories
- New build at full use
- Trailing 12 months
Exhibit 3
Both measures at once: GPU clouds tie up about $35M of plant per MW to earn about $7M a year, on the same 0.2x line as GlobalFoundries. Steel mills, CATL and the ad platforms sit above 1x.
Capital per MW (gross PP&E ÷ average load, $M) against revenue per MW-year ($M), both log scale. Diagonals mark annual revenue ÷ capital.
- Data centers & AI
- Chips, batteries & polysilicon
- Heavy industry & electrochemistry
- Low-energy factories
- New-build benchmark
- Trailing 12 months
Exhibit 4
Who is bidding: data centers are 88% of the 410 GW of large loads asking to connect in Texas. Industry is 1.3% and hydrogen 0.3%.
ERCOT large-load interconnection requests through 2030 by load type, GW, as of Mar 26, 2026.
How the numbers were built
Every company figure divides a year's revenue by the same year's electricity use, turned into an average load: annual MWh ÷ 8,760. Revenue and gross PP&E for US filers come from SEC XBRL data; electricity comes from each company's sustainability report. Where a company only discloses capacity (CoreWeave's active power, OpenAI's compute), the chart uses capacity and says so.
Revenue per dollar of plant divides the same revenue by gross property, plant and equipment at fiscal year-end. One over that ratio is the number of years of revenue it takes to equal the plant.
Bottom-up rows multiply the output one megawatt makes in a year by a market price: 631 t of aluminum at 13.88 MWh/t, 13,036 t of steel at 0.672 MWh/t, 168 t of hydrogen at 52 kWh/kg, 2.5 million m³ of desalinated water at 3.5 kWh/m³, and 57.8 PH/s of bitcoin hashrate at 17.3 J/TH.
What the ratio leaves out
- Value added. Revenue per MW rewards businesses that resell costly inputs: scrap in steel, alumina in aluminum, parts in cars. The power bill column is a better guide to how much each use can pay for electricity.
- Cycles. Memory prices move revenue per MW fast. Micron went from $33M in FY25 to about $81M over the 12 months to May 2026 on the same load; SK hynix rose from $18M (2023) to $44M (2025).
- Capacity against load. Data centers contract more grid capacity than they draw on average, while smelters and electrolysis plants run near flat out. Per MW of contracted capacity, data-center figures would be lower.
- Boundaries. SK hynix's electricity excludes its Dalian fab. CATL's includes materials and mining. Alcoa's counts purchased power only. Olin reports total energy, not electricity. Intel's and Eli Lilly's electricity is derived from reported energy and renewable shares.
- Not disclosed. Anthropic reports run-rate revenue but not its compute capacity, so it has no row. OpenAI's 2026 revenue is reported by the press, but its online compute is not.
Sources
Data centers & AI
- OpenAI, A business that scales with the value of intelligence (Jan 2026)
- DeepSeek V3/R1 inference system overview (Feb 2025)
- CoreWeave Q2 2026 results and 10-Q
- Nebius Q2 2026 shareholder letter and Q4 2025 letter
- IREN FY26 results
- vast.ai marketplace (public offers API, Sep 29 2026, 9:53 pm PT)
- NVIDIA DGX A100, DGX H100, DGX H200, DGX B200, DGX B300 power specs
- Google 2026 Environmental Report
- Meta 2025 Environmental Data Index
- Microsoft 2026 Environmental Data Fact Sheet
- Equinix 2025 sustainability data summary
- Digital Realty 2026 Impact Report; CBRE lease rates
- Hashrate Index, Sep 28 2026; Cambridge CBECI; MARA and Riot 10-Ks
- Nvidia Q2 FY26 call ($50–60B per GW); Cushman & Wakefield 2026 cost guide
- ERCOT large-load update (Apr 2026), Batch Zero update (Sep 2026)
- IEA, Key Questions on Energy and AI (Apr 2026)
Chips, batteries & polysilicon
- TSMC 2025 20-F; TSMC 2025 power use (TechNews)
- Intel CSR 2025–26; Micron 2026 Sustainability Report
- Samsung 2026 Sustainability Report; GlobalFoundries 2026 Sustainability Report
- CATL 2025 ESG report; Panasonic Energy ESG data
- Daqo 2025 ESG report; Fraunhofer ISE on polysilicon electricity; pv magazine polysilicon prices
- Tesla 10-K; LG Energy Solution 2025 statements
- Eli Lilly 10-K; Novo Nordisk 20-F; Toyota sustainability data book
Heavy industry, water, hydrogen & power
- IAI smelting energy intensity; Alcoa and Century 10-Ks
- Steel Dynamics 2025 SASB/GRI; Nucor SASB index; Cleveland-Cliffs 10-K (HRC average)
- Linde 2025 Sustainable Development Report; Air Liquide 2025 URD
- Euro Chlor electrolysis costs; Olin Sustainability Report; Ferroglobe 20-F
- IEA Global Hydrogen Review 2025; DEWA Hassyan IWP; San Diego County Water Authority
- EIA industrial retail prices; EIA STEO hub prices; PJM 2028/29 capacity auction
Built by Claude for a thread on quoting factories in dollars per megawatt. Figures are public disclosures and market prices as of Sep 29, 2026; nothing here is investment advice.