AI Revolution model basket

AI Power & Grid

Generation, transmission, and equipment names positioned against a data-center load growth curve the grid was not built to serve.

What is the thesis for AI Power & Grid?

US electricity demand growth has moved from roughly flat over the last two decades to a forecast 2. 5-3.

This is a curated QuantLink model basket. It is not a filed portfolio, not a fund, and not investment advice.

Published Apr 14, 2026. Updated Apr 14, 2026. Source: QuantLink curated model basket and FastAPI ideas endpoint.

Holdings
12
Benchmark
SPY
Status
New
1Y model return
+18.4%

Performance as of Sep 11, 2026.

Thesis narrative

The question

The operative question for this book is not whether data centers will need more power. They will. The question is where, in the chain from fuel to turbine to transmission to ratepayer, does the binding constraint sit, and which companies have the asymmetric payoff from that constraint being priced lower than it will clear. Interconnection queues in PJM and ERCOT have lengthened from roughly two years in 2020 to five-plus years today. That is the single most important operational fact in the cohort, and it is what separates the names that will compound from the names that will simply rerate.

Base rates

The base rate for utility-sector outperformance during load-growth inflections is mixed. The 1960s (nuclear buildout) delivered roughly a decade of above-market returns for regulated utilities, followed by a decade of below-market returns as rate cases lagged cost inflation. The 1990s independent power producer cycle ended in widespread bankruptcy. The 2010s renewables buildout produced a narrow set of winners (roughly 15% of the starting cohort) and a long tail of capital destruction. In each case, the companies that preserved capital had three things in common: regulatory compact in an accommodative state, balance sheet capacity to self-fund growth, and a technology mix that didn't require a policy environment to monetize. Our reference class is the top quartile of that 15%, not the median.

Why the consensus view is wrong (or incomplete)

The consensus has converged on two views we think are incomplete. First, that the load-growth story is best expressed through merchant power names with direct data-center PPAs. These names have already rerated 3-5x and now price in utilization and pricing assumptions that sit at the optimistic tail of plausible outcomes. Second, that regulated utilities are a defensive way to play the same theme. They can be, but only in the specific jurisdictions where constructive rate mechanisms let capex compound into rate base without regulatory lag eating the return. Most of the regulated cohort does not clear that bar. The information-efficiency gap we are exploiting is narrower: it is the equipment and engineering-procurement names whose backlogs extend past 2030 at pricing that the market is still modeling off pre-2024 comparable transactions.

Position construction

The book is organized into three sub-books.

Equipment and build-out primary (40%) — GEV 20%, NEE 20%. GEV is the cleanest expression of the turbine-and-grid-equipment thesis: order book extending past 2028, pricing power reasserting after a decade of margin compression, and a service tail that compounds at roughly 8% annualized. NEE sits in both sub-books — it is a regulated Florida utility with a constructive commission, and it owns the largest development pipeline in the US. We own it for the regulated floor with development optionality on top.

Merchant generation with data-center exposure (30%) — VST 10.5%, SRE 9.1%, ETR 6.6%, NRG 5.0%, TLN 2.9%. This sleeve is sized smaller than a pure-merchant-beta book would suggest, because we think the current pricing of PPA economics is at the high end of plausible. VST and TLN carry direct hyperscaler contracts; SRE and ETR are hybrids with regulated anchors and merchant upside. Weights reflect our read on contracted-cashflow visibility net of rerating risk.

Fuel and engineering tail (30%) — PWR 9.9%, CCJ 5.8%, FSLR 3.8%, OKLO 3.7%, BWXT 2.9%. PWR is the largest grid-construction contractor and the most leveraged pick-and-shovels expression. CCJ and BWXT are nuclear fuel-cycle and SMR component plays with multi-decade contracted visibility; OKLO is a smaller option on advanced reactors. FSLR is in the sleeve because utility-scale solar is the only form of incremental capacity that can be interconnected on a two-year rather than five-year timeline, and that timing optionality has value.

Asymmetric payoff

Our expected-value frame assumes three states. Base case (50%): load growth tracks 2.8% CAGR, merchant power prices stabilize at current forwards, and the equipment sleeve compounds at 12-15%. Upside (25%): load growth exceeds 3.5% CAGR and interconnection queues do not clear, which drives merchant power pricing and SMR deployment timelines; book delivers 25%+. Downside (25%): hyperscaler capex is cut 30%, load-growth forecasts revise to 1.5%, and the merchant sleeve draws down 40-50% while the regulated and equipment names protect to single-digit losses. Probability-weighted, we see a mid-teens expected return with a margin of safety anchored in the regulated-rate-base and equipment-backlog floor.

Three things that would change our mind

First, a sustained inflection in data-center power-per-query efficiency that breaks the load-growth trajectory before 2028. Second, a meaningful policy shift on interconnection reform that clears the queue materially faster than our base case; this would compress the scarcity premium in merchant power and the order-book premium in equipment. Third, a credible signal that hyperscalers are shifting toward behind-the-meter generation at scale, which would reroute the economics around the regulated grid entirely.

What we are explicitly NOT betting on

We are not betting on a specific nuclear technology winning; OKLO and BWXT are sized as options, not core positions. We are not betting on natural gas prices rising; the merchant sleeve is sized to work at flat gas. We are not betting on a federal policy tailwind; the regulated names chosen sit in state compacts we think clear without federal help. And we are not betting on the grid being rebuilt; we are betting on incremental capacity being added at prices the market is still modeling conservatively.

Model basket holdings

Model basket: curated equal or target weighting, not a filed portfolio. Weights are the target basket weights returned by the live ideas endpoint.

NameSymbolModel weight
GE Vernova Inc.GEV20.00%
NextEra Energy, Inc.NEE20.00%
Quanta Services, Inc.PWR9.85%
Vistra Corp.VST10.46%
SempraSRE9.13%
Entergy CorporationETR6.56%
NRG Energy, Inc.NRG5.01%
Talen Energy CorporationTLN2.85%
Cameco CorporationCCJ5.78%
First Solar, Inc.FSLR3.81%
Oklo Inc.OKLO3.70%
BWX Technologies, Inc.BWXT2.85%

Backtested performance vs SPY

Performance is backtested from the returned tearsheet series. It reflects the model basket methodology and benchmark series, not live fund returns or a filed portfolio track record. Performance as of Sep 11, 2026.

Total Return

+18.4%

SPY +15.9%

Ann. Return

+18.7%

SPY +16.2%

Ann. Vol

27.8%

SPY 12.9%

Sharpe

0.67

SPY 1.26

Max Drawdown

-16.9%

SPY -9.1%

Alpha vs SPY

+0.3%

hit rate 50.8%

Performance as of Sep 11, 2026.

Rolling Performance vs Benchmark

Portfolio Holdings

Holding
Weight
Country
Exchange
Sector
Industry
Mkt Cap
Price
1Y
1Y Trend
GEV
GEVGE Vernova Inc.
20.0%
NEE
NEENextEra Energy, Inc.
20.0%
VST
VSTVistra Corp.
10.5%
PWR
PWRQuanta Services, Inc.
9.9%
SRE
SRESempra
9.1%
ETR
ETREntergy Corporation
6.6%
CCJ
CCJCameco Corporation
5.8%
NRG
NRGNRG Energy, Inc.
5.0%
FSLR
FSLRFirst Solar, Inc.
3.8%
OKLO
OKLOOklo Inc.
3.7%
BWXT
BWXTBWX Technologies, Inc.
2.8%
TLN
TLNTalen Energy Corporation
2.8%

SSR performance series fallback

The table below is the server-rendered reference series behind the interactive chart. Values show the wealth index level from a 1.00 starting value, not a second 1Y return figure. Series as of Sep 11, 2026.

DateModel basket wealth indexSPY
Sep 12, 20251.0000x1.0000x
Sep 15, 20251.0171x1.0053x
Sep 16, 20250.9984x1.0039x
Sep 17, 20250.9982x1.0027x
Sep 18, 20251.0080x1.0074x
Sep 19, 20251.0292x1.0096x
Sep 22, 20251.0502x1.0143x
Sep 23, 20251.0423x1.0088x
Sep 24, 20251.0429x1.0056x
Sep 25, 20251.0334x1.0010x
Sep 26, 20251.0431x1.0067x
Sep 29, 20251.0432x1.0095x
Sep 30, 20251.0429x1.0133x
Oct 1, 20251.0553x1.0168x
Oct 2, 20251.0630x1.0180x
Oct 3, 20251.0669x1.0179x
Oct 6, 20251.0824x1.0216x
Oct 7, 20251.0838x1.0178x
Oct 8, 20251.1064x1.0239x
Oct 9, 20251.1065x1.0209x
Oct 10, 20251.0783x0.9933x
Oct 13, 20251.1246x1.0086x
Oct 14, 20251.1226x1.0073x
Oct 15, 20251.1274x1.0118x
Oct 16, 20251.1132x1.0049x
Oct 17, 20251.0991x1.0106x
Oct 20, 20251.0955x1.0211x
Oct 21, 20251.0725x1.0211x
Oct 22, 20251.0509x1.0158x
Oct 23, 20251.0727x1.0218x
Oct 24, 20251.0945x1.0302x
Oct 27, 20251.0999x1.0423x
Oct 28, 20251.0922x1.0451x
Oct 29, 20251.1043x1.0456x
Oct 30, 20251.0923x1.0341x
Oct 31, 20251.0967x1.0375x
Nov 3, 20251.1002x1.0394x
Nov 4, 20251.0662x1.0271x
Nov 5, 20251.0839x1.0307x
Nov 6, 20251.0627x1.0196x
Nov 7, 20251.0874x1.0206x
Nov 10, 20251.0914x1.0366x
Nov 11, 20251.0788x1.0389x
Nov 12, 20251.0819x1.0395x
Nov 13, 20251.0447x1.0223x
Nov 14, 20251.0521x1.0221x
Nov 17, 20251.0541x1.0126x
Nov 18, 20251.0465x1.0041x
Nov 19, 20251.0716x1.0079x
Nov 20, 20251.0355x0.9926x
Nov 21, 20251.0289x1.0025x
Nov 24, 20251.0593x1.0172x
Nov 25, 20251.0557x1.0268x
Nov 26, 20251.0796x1.0339x
Nov 28, 20251.0909x1.0395x
Dec 1, 20251.0597x1.0348x
Dec 2, 20251.0678x1.0367x
Dec 3, 20251.0716x1.0403x
Dec 4, 20251.0930x1.0410x
Dec 5, 20251.0791x1.0430x
Dec 8, 20251.0652x1.0399x
Dec 9, 20251.0636x1.0390x
Dec 10, 20251.1054x1.0459x
Dec 11, 20251.1135x1.0483x
Dec 12, 20251.0760x1.0370x
Dec 15, 20251.0747x1.0355x
Dec 16, 20251.0786x1.0326x
Dec 17, 20251.0241x1.0213x
Dec 18, 20251.0485x1.0290x
Dec 19, 20251.0564x1.0353x
Dec 22, 20251.0661x1.0417x
Dec 23, 20251.0655x1.0465x
Dec 24, 20251.0705x1.0502x
Dec 26, 20251.0657x1.0500x
Dec 29, 20251.0635x1.0463x
Dec 30, 20251.0601x1.0450x
Dec 31, 20251.0520x1.0373x
Jan 2, 20261.0873x1.0392x
Jan 5, 20261.0891x1.0461x
Jan 6, 20261.0998x1.0523x
Jan 7, 20261.0633x1.0489x
Jan 8, 20261.0474x1.0488x
Jan 9, 20261.0703x1.0558x
Jan 12, 20261.0872x1.0574x
Jan 13, 20261.0967x1.0553x
Jan 14, 20261.0917x1.0501x
Jan 15, 20261.1112x1.0530x
Jan 16, 20261.1247x1.0521x
Jan 20, 20261.1049x1.0307x
Jan 21, 20261.1100x1.0426x
Jan 22, 20261.1077x1.0480x
Jan 23, 20261.1040x1.0484x
Jan 26, 20261.1051x1.0537x
Jan 27, 20261.1326x1.0579x
Jan 28, 20261.1529x1.0578x
Jan 30, 20261.1312x1.0526x
Feb 2, 20261.1267x1.0578x
Feb 3, 20261.1540x1.0489x
Feb 4, 20261.1120x1.0438x
Feb 5, 20261.1042x1.0307x
Feb 6, 20261.1438x1.0505x
Feb 9, 20261.1645x1.0556x
Feb 10, 20261.1696x1.0528x
Feb 11, 20261.1862x1.0526x
Feb 12, 20261.1862x1.0363x
Feb 13, 20261.2053x1.0370x
Feb 17, 20261.2098x1.0387x
Feb 18, 20261.2021x1.0439x
Feb 19, 20261.2230x1.0412x
Feb 20, 20261.2251x1.0487x
Feb 23, 20261.2221x1.0380x
Feb 24, 20261.2556x1.0455x
Feb 25, 20261.2519x1.0544x
Feb 26, 20261.2434x1.0485x
Feb 27, 20261.2398x1.0435x
Mar 2, 20261.2396x1.0441x
Mar 3, 20261.2087x1.0349x
Mar 4, 20261.2139x1.0422x
Mar 5, 20261.1890x1.0364x
Mar 6, 20261.1607x1.0228x
Mar 9, 20261.1967x1.0317x
Mar 10, 20261.1988x1.0301x
Mar 11, 20261.1921x1.0288x
Mar 12, 20261.1874x1.0132x
Mar 13, 20261.1778x1.0074x
Mar 16, 20261.1964x1.0177x
Mar 17, 20261.2057x1.0204x
Mar 18, 20261.2063x1.0061x
Mar 19, 20261.2129x1.0036x
Mar 20, 20261.1531x0.9866x
Mar 23, 20261.1813x0.9969x
Mar 24, 20261.1998x0.9936x
Mar 25, 20261.2061x0.9991x
Mar 26, 20261.1756x0.9813x
Mar 27, 20261.1796x0.9645x
Mar 30, 20261.1516x0.9613x
Mar 31, 20261.1917x0.9892x
Apr 1, 20261.2087x0.9967x
Apr 2, 20261.2127x0.9976x
Apr 6, 20261.2068x1.0023x
Apr 7, 20261.2136x1.0028x
Apr 8, 20261.2436x1.0283x
Apr 9, 20261.2498x1.0342x
Apr 10, 20261.2614x1.0335x
Apr 13, 20261.2645x1.0436x
Apr 14, 20261.2724x1.0564x
Apr 15, 20261.2735x1.0647x
Apr 16, 20261.2754x1.0673x
Apr 17, 20261.2841x1.0802x
Apr 20, 20261.2725x1.0780x
Apr 21, 20261.2471x1.0710x
Apr 22, 20261.2957x1.0818x
Apr 23, 20261.3353x1.0776x
Apr 24, 20261.3351x1.0860x
Apr 27, 20261.3360x1.0879x
Apr 28, 20261.3145x1.0826x
Apr 29, 20261.2856x1.0824x
Apr 30, 20261.3502x1.0932x
May 1, 20261.3397x1.0962x
May 4, 20261.3450x1.0922x
May 5, 20261.3538x1.1009x
May 6, 20261.3690x1.1162x
May 7, 20261.3159x1.1128x
May 8, 20261.3045x1.1220x
May 11, 20261.3399x1.1246x
May 12, 20261.3246x1.1229x
May 13, 20261.3100x1.1291x
May 14, 20261.3201x1.1381x
May 15, 20261.2806x1.1244x
May 18, 20261.2423x1.1236x
May 19, 20261.2353x1.1161x
May 20, 20261.2615x1.1275x
May 21, 20261.2847x1.1298x
May 22, 20261.2930x1.1342x
May 26, 20261.3169x1.1417x
May 27, 20261.2980x1.1415x
May 28, 20261.2920x1.1478x
May 29, 20261.2786x1.1507x
Jun 1, 20261.2443x1.1538x
Jun 2, 20261.2799x1.1554x
Jun 3, 20261.2641x1.1473x
Jun 4, 20261.2706x1.1516x
Jun 5, 20261.2355x1.1219x
Jun 8, 20261.2246x1.1244x
Jun 9, 20261.2205x1.1211x
Jun 10, 20261.1773x1.1035x
Jun 11, 20261.2146x1.1222x
Jun 12, 20261.2371x1.1283x
Jun 15, 20261.2678x1.1482x
Jun 16, 20261.2730x1.1413x
Jun 17, 20261.2844x1.1271x
Jun 18, 20261.3123x1.1359x
Jun 22, 20261.3286x1.1323x
Jun 23, 20261.2940x1.1159x
Jun 24, 20261.3013x1.1153x
Jun 25, 20261.3152x1.1170x
Jun 26, 20261.2968x1.1089x
Jun 29, 20261.3137x1.1272x
Jun 30, 20261.3209x1.1359x
Jul 1, 20261.2851x1.1344x
Jul 2, 20261.2800x1.1329x
Jul 6, 20261.2984x1.1428x
Jul 7, 20261.2716x1.1374x
Jul 8, 20261.2667x1.1338x
Jul 9, 20261.2759x1.1434x
Jul 10, 20261.2811x1.1484x
Jul 13, 20261.2580x1.1396x
Jul 14, 20261.2706x1.1436x
Jul 15, 20261.2636x1.1482x
Jul 16, 20261.2355x1.1419x
Jul 17, 20261.2350x1.1306x
Jul 20, 20261.2354x1.1288x
Jul 21, 20261.2480x1.1382x
Jul 22, 20261.2477x1.1369x
Jul 23, 20261.2653x1.1229x
Jul 24, 20261.2420x1.1240x
Jul 27, 20261.2260x1.1242x
Jul 28, 20261.1866x1.1269x
Jul 29, 20261.1474x1.1096x
Jul 30, 20261.2095x1.1282x
Jul 31, 20261.2067x1.1363x
Aug 3, 20261.2320x1.1525x
Aug 4, 20261.2246x1.1733x
Aug 5, 20261.2121x1.1709x
Aug 6, 20261.2013x1.1691x
Aug 7, 20261.2106x1.1762x
Aug 10, 20261.2045x1.1759x
Aug 11, 20261.2243x1.1721x
Aug 12, 20261.2329x1.1751x
Aug 13, 20261.2330x1.1832x
Aug 14, 20261.2439x1.1809x
Aug 17, 20261.2480x1.1753x
Aug 18, 20261.2098x1.1674x
Aug 19, 20261.2077x1.1698x
Aug 20, 20261.1867x1.1600x
Aug 21, 20261.1707x1.1648x
Aug 24, 20261.1597x1.1613x
Aug 25, 20261.1654x1.1650x
Aug 26, 20261.1771x1.1653x
Aug 27, 20261.1755x1.1729x
Aug 28, 20261.1426x1.1703x
Aug 31, 20261.1372x1.1668x
Sep 1, 20261.1412x1.1588x
Sep 2, 20261.1538x1.1639x
Sep 3, 20261.1715x1.1761x
Sep 4, 20261.1794x1.1716x
Sep 8, 20261.2021x1.1651x
Sep 9, 20261.1818x1.1597x

Themes and category

AI RevolutionAI InfrastructureEnergy Transition

Methodology and caveats

QuantLink fetches this idea from the live FastAPI ideas endpoints and renders the returned title, thesis, holdings, themes, benchmark, and tearsheet fields directly. Missing fields are left unavailable rather than fabricated.

Holdings are a curated model basket. They are not 13F filings, not insider filings, not adviser holdings, and not a claim that any person or fund owns the basket.

Backtested performance depends on the returned basket weights, benchmark, rebalancing assumptions, available price history, and calculation choices in the tearsheet endpoint. Backtests can differ materially from live results and do not include every cost, tax, capacity, liquidity, or execution constraint an investor may face.

Equal-weight and target-weight baskets can drift between rebalance points. Rebalancing can increase turnover, and concentrated thematic baskets can have higher drawdowns than a broad market benchmark.

Frequently asked questions

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QuantLink is a research tool, not investment advice. This page shows a curated model basket and backtested performance, not a filed portfolio, fund return, or recommendation to buy or sell securities.