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
+33.7%

Performance as of Jul 17, 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 Jul 17, 2026.

Total Return

+33.7%

SPY +19.5%

Ann. Return

+34.2%

SPY +19.8%

Ann. Vol

26.9%

SPY 12.6%

Sharpe

1.27

SPY 1.57

Max Drawdown

-14.0%

SPY -9.1%

Alpha vs SPY

+8.3%

hit rate 50.2%

Performance as of Jul 17, 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 Jul 17, 2026.

DateModel basket wealth indexSPY
Jul 18, 20251.0000x1.0000x
Jul 21, 20250.9884x1.0019x
Jul 22, 20250.9892x1.0020x
Jul 23, 20251.0231x1.0106x
Jul 24, 20251.0232x1.0109x
Jul 25, 20251.0337x1.0152x
Jul 28, 20251.0325x1.0149x
Jul 29, 20251.0304x1.0122x
Jul 30, 20251.0454x1.0110x
Jul 31, 20251.0461x1.0072x
Aug 1, 20251.0361x0.9907x
Aug 4, 20251.0534x1.0057x
Aug 5, 20251.0544x1.0006x
Aug 6, 20251.0436x1.0083x
Aug 7, 20251.0477x1.0074x
Aug 8, 20251.0430x1.0153x
Aug 11, 20251.0383x1.0133x
Aug 12, 20251.0552x1.0241x
Aug 13, 20251.0402x1.0276x
Aug 14, 20251.0303x1.0277x
Aug 15, 20251.0357x1.0253x
Aug 18, 20251.0417x1.0250x
Aug 19, 20251.0271x1.0195x
Aug 20, 20251.0220x1.0168x
Aug 21, 20251.0172x1.0127x
Aug 22, 20251.0268x1.0283x
Aug 25, 20251.0201x1.0237x
Aug 26, 20251.0369x1.0280x
Aug 27, 20251.0308x1.0304x
Aug 28, 20251.0369x1.0340x
Aug 29, 20251.0191x1.0278x
Sep 2, 20251.0046x1.0202x
Sep 3, 20251.0040x1.0257x
Sep 4, 20251.0106x1.0343x
Sep 5, 20251.0025x1.0313x
Sep 8, 20251.0046x1.0339x
Sep 9, 20251.0147x1.0363x
Sep 10, 20251.0524x1.0392x
Sep 11, 20251.0532x1.0479x
Sep 12, 20251.0551x1.0475x
Sep 15, 20251.0731x1.0531x
Sep 16, 20251.0534x1.0517x
Sep 17, 20251.0531x1.0504x
Sep 18, 20251.0635x1.0553x
Sep 19, 20251.0858x1.0576x
Sep 22, 20251.1080x1.0626x
Sep 23, 20251.0997x1.0568x
Sep 24, 20251.1003x1.0534x
Sep 25, 20251.0903x1.0486x
Sep 26, 20251.1006x1.0546x
Sep 29, 20251.1006x1.0575x
Sep 30, 20251.1003x1.0615x
Oct 1, 20251.1134x1.0651x
Oct 2, 20251.1215x1.0664x
Oct 3, 20251.1257x1.0663x
Oct 6, 20251.1420x1.0702x
Oct 7, 20251.1434x1.0662x
Oct 8, 20251.1673x1.0725x
Oct 9, 20251.1674x1.0694x
Oct 10, 20251.1377x1.0405x
Oct 13, 20251.1865x1.0565x
Oct 14, 20251.1844x1.0552x
Oct 15, 20251.1894x1.0599x
Oct 16, 20251.1744x1.0527x
Oct 17, 20251.1596x1.0587x
Oct 20, 20251.1558x1.0697x
Oct 21, 20251.1316x1.0696x
Oct 22, 20251.1087x1.0641x
Oct 23, 20251.1318x1.0704x
Oct 24, 20251.1548x1.0791x
Oct 27, 20251.1604x1.0919x
Oct 28, 20251.1523x1.0948x
Oct 29, 20251.1651x1.0953x
Oct 30, 20251.1525x1.0833x
Oct 31, 20251.1571x1.0868x
Nov 3, 20251.1608x1.0888x
Nov 4, 20251.1249x1.0759x
Nov 5, 20251.1436x1.0797x
Nov 6, 20251.1212x1.0681x
Nov 7, 20251.1472x1.0691x
Nov 10, 20251.1515x1.0858x
Nov 11, 20251.1382x1.0883x
Nov 12, 20251.1414x1.0889x
Nov 13, 20251.1022x1.0708x
Nov 14, 20251.1100x1.0707x
Nov 17, 20251.1121x1.0607x
Nov 18, 20251.1042x1.0518x
Nov 19, 20251.1306x1.0558x
Nov 20, 20251.0925x1.0398x
Nov 21, 20251.0856x1.0501x
Nov 24, 20251.1176x1.0656x
Nov 25, 20251.1138x1.0756x
Nov 26, 20251.1391x1.0830x
Nov 28, 20251.1510x1.0889x
Dec 1, 20251.1180x1.0840x
Dec 2, 20251.1266x1.0860x
Dec 3, 20251.1306x1.0897x
Dec 4, 20251.1531x1.0905x
Dec 5, 20251.1385x1.0926x
Dec 8, 20251.1239x1.0893x
Dec 9, 20251.1221x1.0884x
Dec 10, 20251.1663x1.0956x
Dec 11, 20251.1748x1.0981x
Dec 12, 20251.1352x1.0863x
Dec 15, 20251.1339x1.0847x
Dec 16, 20251.1379x1.0817x
Dec 17, 20251.0805x1.0698x
Dec 18, 20251.1062x1.0779x
Dec 19, 20251.1145x1.0845x
Dec 22, 20251.1248x1.0912x
Dec 23, 20251.1241x1.0962x
Dec 24, 20251.1294x1.1001x
Dec 26, 20251.1244x1.1000x
Dec 29, 20251.1221x1.0960x
Dec 30, 20251.1185x1.0947x
Dec 31, 20251.1099x1.0866x
Jan 2, 20261.1471x1.0886x
Jan 5, 20261.1490x1.0958x
Jan 6, 20261.1604x1.1023x
Jan 7, 20261.1219x1.0988x
Jan 8, 20261.1050x1.0987x
Jan 9, 20261.1293x1.1059x
Jan 12, 20261.1470x1.1077x
Jan 13, 20261.1570x1.1055x
Jan 14, 20261.1518x1.1000x
Jan 15, 20261.1723x1.1030x
Jan 16, 20261.1866x1.1021x
Jan 20, 20261.1657x1.0797x
Jan 21, 20261.1711x1.0921x
Jan 22, 20261.1686x1.0978x
Jan 23, 20261.1648x1.0982x
Jan 26, 20261.1659x1.1038x
Jan 27, 20261.1949x1.1082x
Jan 28, 20261.2164x1.1081x
Jan 30, 20261.1935x1.1026x
Feb 2, 20261.1888x1.1081x
Feb 3, 20261.2175x1.0987x
Feb 4, 20261.1732x1.0934x
Feb 5, 20261.1650x1.0797x
Feb 6, 20261.2068x1.1004x
Feb 9, 20261.2287x1.1058x
Feb 10, 20261.2339x1.1028x
Feb 11, 20261.2515x1.1026x
Feb 12, 20261.2515x1.0856x
Feb 13, 20261.2716x1.0863x
Feb 17, 20261.2764x1.0881x
Feb 18, 20261.2683x1.0935x
Feb 19, 20261.2903x1.0907x
Feb 20, 20261.2925x1.0986x
Feb 23, 20261.2894x1.0873x
Feb 24, 20261.3247x1.0952x
Feb 25, 20261.3208x1.1045x
Feb 26, 20261.3119x1.0983x
Feb 27, 20261.3081x1.0931x
Mar 2, 20261.3078x1.0937x
Mar 3, 20261.2752x1.0841x
Mar 4, 20261.2807x1.0917x
Mar 5, 20261.2545x1.0856x
Mar 6, 20261.2246x1.0714x
Mar 9, 20261.2626x1.0808x
Mar 10, 20261.2648x1.0790x
Mar 11, 20261.2577x1.0777x
Mar 12, 20261.2528x1.0613x
Mar 13, 20261.2427x1.0553x
Mar 16, 20261.2623x1.0660x
Mar 17, 20261.2721x1.0689x
Mar 18, 20261.2727x1.0539x
Mar 19, 20261.2797x1.0513x
Mar 20, 20261.2166x1.0334x
Mar 23, 20261.2464x1.0443x
Mar 24, 20261.2658x1.0408x
Mar 25, 20261.2725x1.0466x
Mar 26, 20261.2403x1.0279x
Mar 27, 20261.2445x1.0104x
Mar 30, 20261.2150x1.0070x
Mar 31, 20261.2573x1.0363x
Apr 1, 20261.2753x1.0441x
Apr 2, 20261.2795x1.0450x
Apr 6, 20261.2732x1.0500x
Apr 7, 20261.2804x1.0504x
Apr 8, 20261.3120x1.0772x
Apr 9, 20261.3186x1.0834x
Apr 10, 20261.3309x1.0827x
Apr 13, 20261.3341x1.0932x
Apr 14, 20261.3425x1.1066x
Apr 15, 20261.3436x1.1153x
Apr 16, 20261.3457x1.1180x
Apr 17, 20261.3548x1.1316x
Apr 20, 20261.3425x1.1293x
Apr 21, 20261.3157x1.1219x
Apr 22, 20261.3671x1.1333x
Apr 23, 20261.4089x1.1289x
Apr 24, 20261.4086x1.1376x
Apr 27, 20261.4096x1.1396x
Apr 28, 20261.3869x1.1340x
Apr 29, 20261.3564x1.1338x
Apr 30, 20261.4246x1.1451x
May 1, 20261.4135x1.1483x
May 4, 20261.4190x1.1441x
May 5, 20261.4284x1.1533x
May 6, 20261.4444x1.1693x
May 7, 20261.3884x1.1657x
May 8, 20261.3763x1.1753x
May 11, 20261.4137x1.1780x
May 12, 20261.3975x1.1762x
May 13, 20261.3822x1.1828x
May 14, 20261.3928x1.1922x
May 15, 20261.3511x1.1778x
May 18, 20261.3107x1.1770x
May 19, 20261.3033x1.1691x
May 20, 20261.3310x1.1811x
May 21, 20261.3554x1.1835x
May 22, 20261.3642x1.1881x
May 26, 20261.3894x1.1960x
May 27, 20261.3694x1.1958x
May 28, 20261.3631x1.2024x
May 29, 20261.3490x1.2054x
Jun 1, 20261.3128x1.2087x
Jun 2, 20261.3503x1.2103x
Jun 3, 20261.3337x1.2018x
Jun 4, 20261.3406x1.2064x
Jun 5, 20261.3035x1.1752x
Jun 8, 20261.2920x1.1779x
Jun 9, 20261.2877x1.1744x
Jun 10, 20261.2421x1.1559x
Jun 11, 20261.2814x1.1756x
Jun 12, 20261.3052x1.1819x
Jun 15, 20261.3376x1.2028x
Jun 16, 20261.3431x1.1956x
Jun 17, 20261.3551x1.1807x
Jun 18, 20261.3846x1.1899x
Jun 22, 20261.4018x1.1861x
Jun 23, 20261.3653x1.1689x
Jun 24, 20261.3730x1.1684x
Jun 25, 20261.3876x1.1701x
Jun 26, 20261.3682x1.1616x
Jun 29, 20261.3860x1.1807x
Jun 30, 20261.3936x1.1899x
Jul 1, 20261.3558x1.1883x
Jul 2, 20261.3505x1.1867x
Jul 6, 20261.3699x1.1971x
Jul 7, 20261.3416x1.1914x
Jul 8, 20261.3365x1.1877x
Jul 9, 20261.3461x1.1978x
Jul 10, 20261.3516x1.2030x
Jul 13, 20261.3272x1.1937x
Jul 14, 20261.3405x1.1980x
Jul 15, 20261.3332x1.2027x
Jul 16, 20261.3035x1.1962x

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.