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
+21.1%

Performance as of Aug 23, 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 Aug 23, 2026.

Total Return

+21.1%

SPY +19.2%

Ann. Return

+21.5%

SPY +19.5%

Ann. Vol

27.8%

SPY 12.9%

Sharpe

0.77

SPY 1.52

Max Drawdown

-16.2%

SPY -9.1%

Alpha vs SPY

-1.4%

hit rate 49.6%

Performance as of Aug 23, 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 Aug 23, 2026.

DateModel basket wealth indexSPY
Aug 26, 20251.0000x1.0000x
Aug 27, 20250.9941x1.0023x
Aug 28, 20251.0000x1.0058x
Aug 29, 20250.9828x0.9998x
Sep 2, 20250.9689x0.9924x
Sep 3, 20250.9683x0.9978x
Sep 4, 20250.9746x1.0061x
Sep 5, 20250.9668x1.0032x
Sep 8, 20250.9688x1.0057x
Sep 9, 20250.9785x1.0080x
Sep 10, 20251.0149x1.0109x
Sep 11, 20251.0156x1.0193x
Sep 12, 20251.0175x1.0190x
Sep 15, 20251.0349x1.0244x
Sep 16, 20251.0159x1.0230x
Sep 17, 20251.0156x1.0217x
Sep 18, 20251.0257x1.0265x
Sep 19, 20251.0472x1.0287x
Sep 22, 20251.0686x1.0336x
Sep 23, 20251.0606x1.0280x
Sep 24, 20251.0611x1.0247x
Sep 25, 20251.0514x1.0200x
Sep 26, 20251.0614x1.0258x
Sep 29, 20251.0614x1.0287x
Sep 30, 20251.0611x1.0326x
Oct 1, 20251.0737x1.0361x
Oct 2, 20251.0816x1.0373x
Oct 3, 20251.0856x1.0373x
Oct 6, 20251.1013x1.0410x
Oct 7, 20251.1027x1.0371x
Oct 8, 20251.1257x1.0433x
Oct 9, 20251.1258x1.0403x
Oct 10, 20251.0972x1.0122x
Oct 13, 20251.1443x1.0277x
Oct 14, 20251.1422x1.0265x
Oct 15, 20251.1471x1.0310x
Oct 16, 20251.1326x1.0240x
Oct 17, 20251.1183x1.0298x
Oct 20, 20251.1146x1.0405x
Oct 21, 20251.0913x1.0405x
Oct 22, 20251.0692x1.0351x
Oct 23, 20251.0915x1.0412x
Oct 24, 20251.1136x1.0497x
Oct 27, 20251.1191x1.0621x
Oct 28, 20251.1113x1.0649x
Oct 29, 20251.1236x1.0655x
Oct 30, 20251.1114x1.0537x
Oct 31, 20251.1159x1.0572x
Nov 3, 20251.1194x1.0592x
Nov 4, 20251.0849x1.0466x
Nov 5, 20251.1029x1.0503x
Nov 6, 20251.0812x1.0390x
Nov 7, 20251.1064x1.0400x
Nov 10, 20251.1105x1.0562x
Nov 11, 20251.0976x1.0587x
Nov 12, 20251.1008x1.0592x
Nov 13, 20251.0630x1.0417x
Nov 14, 20251.0705x1.0415x
Nov 17, 20251.0725x1.0318x
Nov 18, 20251.0648x1.0231x
Nov 19, 20251.0904x1.0271x
Nov 20, 20251.0536x1.0114x
Nov 21, 20251.0469x1.0215x
Nov 24, 20251.0778x1.0365x
Nov 25, 20251.0742x1.0463x
Nov 26, 20251.0985x1.0535x
Nov 28, 20251.1100x1.0593x
Dec 1, 20251.0782x1.0544x
Dec 2, 20251.0865x1.0564x
Dec 3, 20251.0903x1.0600x
Dec 4, 20251.1121x1.0608x
Dec 5, 20251.0980x1.0628x
Dec 8, 20251.0839x1.0596x
Dec 9, 20251.0822x1.0587x
Dec 10, 20251.1248x1.0657x
Dec 11, 20251.1330x1.0682x
Dec 12, 20251.0948x1.0567x
Dec 15, 20251.0935x1.0551x
Dec 16, 20251.0974x1.0523x
Dec 17, 20251.0420x1.0407x
Dec 18, 20251.0668x1.0485x
Dec 19, 20251.0749x1.0549x
Dec 22, 20251.0847x1.0615x
Dec 23, 20251.0841x1.0663x
Dec 24, 20251.0892x1.0701x
Dec 26, 20251.0843x1.0700x
Dec 29, 20251.0821x1.0662x
Dec 30, 20251.0787x1.0649x
Dec 31, 20251.0704x1.0570x
Jan 2, 20261.1063x1.0589x
Jan 5, 20261.1081x1.0660x
Jan 6, 20261.1190x1.0723x
Jan 7, 20261.0819x1.0689x
Jan 8, 20261.0657x1.0687x
Jan 9, 20261.0891x1.0758x
Jan 12, 20261.1062x1.0775x
Jan 13, 20261.1158x1.0753x
Jan 14, 20261.1107x1.0701x
Jan 15, 20261.1306x1.0730x
Jan 16, 20261.1444x1.0721x
Jan 20, 20261.1242x1.0503x
Jan 21, 20261.1293x1.0624x
Jan 22, 20261.1270x1.0679x
Jan 23, 20261.1233x1.0683x
Jan 26, 20261.1244x1.0737x
Jan 27, 20261.1523x1.0780x
Jan 28, 20261.1731x1.0779x
Jan 30, 20261.1510x1.0726x
Feb 2, 20261.1464x1.0779x
Feb 3, 20261.1741x1.0688x
Feb 4, 20261.1314x1.0636x
Feb 5, 20261.1235x1.0503x
Feb 6, 20261.1638x1.0705x
Feb 9, 20261.1849x1.0756x
Feb 10, 20261.1900x1.0728x
Feb 11, 20261.2069x1.0725x
Feb 12, 20261.2069x1.0560x
Feb 13, 20261.2264x1.0567x
Feb 17, 20261.2310x1.0584x
Feb 18, 20261.2231x1.0638x
Feb 19, 20261.2444x1.0609x
Feb 20, 20261.2465x1.0686x
Feb 23, 20261.2435x1.0577x
Feb 24, 20261.2775x1.0654x
Feb 25, 20261.2737x1.0744x
Feb 26, 20261.2652x1.0684x
Feb 27, 20261.2615x1.0633x
Mar 2, 20261.2612x1.0639x
Mar 3, 20261.2298x1.0545x
Mar 4, 20261.2351x1.0620x
Mar 5, 20261.2098x1.0560x
Mar 6, 20261.1810x1.0422x
Mar 9, 20261.2177x1.0513x
Mar 10, 20261.2197x1.0496x
Mar 11, 20261.2129x1.0483x
Mar 12, 20261.2081x1.0324x
Mar 13, 20261.1984x1.0266x
Mar 16, 20261.2173x1.0370x
Mar 17, 20261.2268x1.0397x
Mar 18, 20261.2274x1.0252x
Mar 19, 20261.2341x1.0227x
Mar 20, 20261.1733x1.0053x
Mar 23, 20261.2020x1.0158x
Mar 24, 20261.2207x1.0124x
Mar 25, 20261.2272x1.0181x
Mar 26, 20261.1961x0.9999x
Mar 27, 20261.2002x0.9828x
Mar 30, 20261.1717x0.9796x
Mar 31, 20261.2125x1.0080x
Apr 1, 20261.2298x1.0156x
Apr 2, 20261.2339x1.0165x
Apr 6, 20261.2278x1.0213x
Apr 7, 20261.2348x1.0218x
Apr 8, 20261.2653x1.0478x
Apr 9, 20261.2717x1.0539x
Apr 10, 20261.2835x1.0532x
Apr 13, 20261.2866x1.0635x
Apr 14, 20261.2947x1.0764x
Apr 15, 20261.2958x1.0849x
Apr 16, 20261.2977x1.0876x
Apr 17, 20261.3066x1.1007x
Apr 20, 20261.2947x1.0985x
Apr 21, 20261.2689x1.0913x
Apr 22, 20261.3184x1.1024x
Apr 23, 20261.3587x1.0981x
Apr 24, 20261.3584x1.1066x
Apr 27, 20261.3594x1.1085x
Apr 28, 20261.3375x1.1031x
Apr 29, 20261.3081x1.1030x
Apr 30, 20261.3738x1.1139x
May 1, 20261.3631x1.1170x
May 4, 20261.3685x1.1129x
May 5, 20261.3775x1.1218x
May 6, 20261.3929x1.1374x
May 7, 20261.3389x1.1340x
May 8, 20261.3273x1.1433x
May 11, 20261.3633x1.1459x
May 12, 20261.3477x1.1442x
May 13, 20261.3329x1.1506x
May 14, 20261.3432x1.1597x
May 15, 20261.3030x1.1457x
May 18, 20261.2640x1.1449x
May 19, 20261.2569x1.1373x
May 20, 20261.2836x1.1489x
May 21, 20261.3071x1.1512x
May 22, 20261.3156x1.1557x
May 26, 20261.3399x1.1634x
May 27, 20261.3207x1.1632x
May 28, 20261.3146x1.1696x
May 29, 20261.3009x1.1725x
Jun 1, 20261.2660x1.1757x
Jun 2, 20261.3023x1.1773x
Jun 3, 20261.2862x1.1691x
Jun 4, 20261.2928x1.1735x
Jun 5, 20261.2571x1.1432x
Jun 8, 20261.2460x1.1458x
Jun 9, 20261.2418x1.1424x
Jun 10, 20261.1979x1.1244x
Jun 11, 20261.2358x1.1435x
Jun 12, 20261.2587x1.1497x
Jun 15, 20261.2900x1.1700x
Jun 16, 20261.2953x1.1630x
Jun 17, 20261.3069x1.1485x
Jun 18, 20261.3352x1.1574x
Jun 22, 20261.3518x1.1538x
Jun 23, 20261.3166x1.1371x
Jun 24, 20261.3241x1.1365x
Jun 25, 20261.3382x1.1382x
Jun 26, 20261.3195x1.1299x
Jun 29, 20261.3367x1.1486x
Jun 30, 20261.3440x1.1575x
Jul 1, 20261.3075x1.1559x
Jul 2, 20261.3024x1.1544x
Jul 6, 20261.3211x1.1645x
Jul 7, 20261.2938x1.1590x
Jul 8, 20261.2889x1.1554x
Jul 9, 20261.2982x1.1652x
Jul 10, 20261.3035x1.1702x
Jul 13, 20261.2800x1.1612x
Jul 14, 20261.2928x1.1653x
Jul 15, 20261.2857x1.1700x
Jul 16, 20261.2571x1.1636x
Jul 17, 20261.2565x1.1521x
Jul 20, 20261.2570x1.1502x
Jul 21, 20261.2698x1.1598x
Jul 22, 20261.2696x1.1585x
Jul 23, 20261.2874x1.1442x
Jul 24, 20261.2637x1.1453x
Jul 27, 20261.2474x1.1456x
Jul 28, 20261.2074x1.1483x
Jul 29, 20261.1675x1.1307x
Jul 30, 20261.2306x1.1496x
Jul 31, 20261.2277x1.1579x
Aug 3, 20261.2535x1.1744x
Aug 4, 20261.2460x1.1956x
Aug 5, 20261.2333x1.1932x
Aug 6, 20261.2223x1.1913x
Aug 7, 20261.2318x1.1986x
Aug 10, 20261.2256x1.1982x
Aug 11, 20261.2457x1.1944x
Aug 12, 20261.2545x1.1974x
Aug 13, 20261.2545x1.2057x
Aug 14, 20261.2657x1.2033x
Aug 17, 20261.2698x1.1976x
Aug 18, 20261.2310x1.1895x
Aug 19, 20261.2288x1.1920x
Aug 20, 20261.2074x1.1820x
Aug 21, 20261.1911x1.1869x

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.