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
- +41.7%
Performance as of Jul 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.
| Name | Symbol | Model weight |
|---|---|---|
| GE Vernova Inc. | GEV | 20.00% |
| NextEra Energy, Inc. | NEE | 20.00% |
| Quanta Services, Inc. | PWR | 9.85% |
| Vistra Corp. | VST | 10.46% |
| Sempra | SRE | 9.13% |
| Entergy Corporation | ETR | 6.56% |
| NRG Energy, Inc. | NRG | 5.01% |
| Talen Energy Corporation | TLN | 2.85% |
| Cameco Corporation | CCJ | 5.78% |
| First Solar, Inc. | FSLR | 3.81% |
| Oklo Inc. | OKLO | 3.70% |
| BWX Technologies, Inc. | BWXT | 2.85% |
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 11, 2026.
Performance as of Jul 11, 2026.
Rolling Performance vs Benchmark
Portfolio Holdings
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 11, 2026.
| Date | Model basket wealth index | SPY |
|---|---|---|
| Jul 14, 2025 | 1.0000x | 1.0000x |
| Jul 15, 2025 | 0.9976x | 0.9957x |
| Jul 16, 2025 | 0.9976x | 0.9991x |
| Jul 17, 2025 | 1.0107x | 1.0052x |
| Jul 18, 2025 | 1.0369x | 1.0044x |
| Jul 21, 2025 | 1.0249x | 1.0063x |
| Jul 22, 2025 | 1.0257x | 1.0065x |
| Jul 23, 2025 | 1.0609x | 1.0150x |
| Jul 24, 2025 | 1.0609x | 1.0154x |
| Jul 25, 2025 | 1.0718x | 1.0197x |
| Jul 28, 2025 | 1.0706x | 1.0194x |
| Jul 29, 2025 | 1.0684x | 1.0167x |
| Jul 30, 2025 | 1.0840x | 1.0154x |
| Jul 31, 2025 | 1.0847x | 1.0116x |
| Aug 1, 2025 | 1.0743x | 0.9951x |
| Aug 4, 2025 | 1.0923x | 1.0102x |
| Aug 5, 2025 | 1.0934x | 1.0051x |
| Aug 6, 2025 | 1.0821x | 1.0128x |
| Aug 7, 2025 | 1.0864x | 1.0119x |
| Aug 8, 2025 | 1.0815x | 1.0198x |
| Aug 11, 2025 | 1.0766x | 1.0178x |
| Aug 12, 2025 | 1.0942x | 1.0286x |
| Aug 13, 2025 | 1.0786x | 1.0321x |
| Aug 14, 2025 | 1.0683x | 1.0322x |
| Aug 15, 2025 | 1.0739x | 1.0298x |
| Aug 18, 2025 | 1.0802x | 1.0296x |
| Aug 19, 2025 | 1.0650x | 1.0240x |
| Aug 20, 2025 | 1.0597x | 1.0213x |
| Aug 21, 2025 | 1.0548x | 1.0172x |
| Aug 22, 2025 | 1.0647x | 1.0328x |
| Aug 25, 2025 | 1.0577x | 1.0283x |
| Aug 26, 2025 | 1.0752x | 1.0326x |
| Aug 27, 2025 | 1.0689x | 1.0349x |
| Aug 28, 2025 | 1.0752x | 1.0386x |
| Aug 29, 2025 | 1.0567x | 1.0324x |
| Sep 2, 2025 | 1.0417x | 1.0247x |
| Sep 3, 2025 | 1.0411x | 1.0303x |
| Sep 4, 2025 | 1.0478x | 1.0389x |
| Sep 5, 2025 | 1.0395x | 1.0359x |
| Sep 8, 2025 | 1.0417x | 1.0384x |
| Sep 9, 2025 | 1.0521x | 1.0408x |
| Sep 10, 2025 | 1.0912x | 1.0439x |
| Sep 11, 2025 | 1.0920x | 1.0525x |
| Sep 12, 2025 | 1.0940x | 1.0522x |
| Sep 15, 2025 | 1.1127x | 1.0578x |
| Sep 16, 2025 | 1.0923x | 1.0563x |
| Sep 17, 2025 | 1.0920x | 1.0550x |
| Sep 18, 2025 | 1.1028x | 1.0599x |
| Sep 19, 2025 | 1.1259x | 1.0622x |
| Sep 22, 2025 | 1.1489x | 1.0673x |
| Sep 23, 2025 | 1.1403x | 1.0615x |
| Sep 24, 2025 | 1.1409x | 1.0581x |
| Sep 25, 2025 | 1.1305x | 1.0532x |
| Sep 26, 2025 | 1.1412x | 1.0592x |
| Sep 29, 2025 | 1.1413x | 1.0622x |
| Sep 30, 2025 | 1.1409x | 1.0662x |
| Oct 1, 2025 | 1.1545x | 1.0698x |
| Oct 2, 2025 | 1.1629x | 1.0711x |
| Oct 3, 2025 | 1.1672x | 1.0711x |
| Oct 6, 2025 | 1.1842x | 1.0749x |
| Oct 7, 2025 | 1.1856x | 1.0709x |
| Oct 8, 2025 | 1.2104x | 1.0773x |
| Oct 9, 2025 | 1.2105x | 1.0742x |
| Oct 10, 2025 | 1.1797x | 1.0451x |
| Oct 13, 2025 | 1.2303x | 1.0612x |
| Oct 14, 2025 | 1.2281x | 1.0599x |
| Oct 15, 2025 | 1.2333x | 1.0646x |
| Oct 16, 2025 | 1.2178x | 1.0573x |
| Oct 17, 2025 | 1.2023x | 1.0633x |
| Oct 20, 2025 | 1.1984x | 1.0744x |
| Oct 21, 2025 | 1.1733x | 1.0744x |
| Oct 22, 2025 | 1.1496x | 1.0688x |
| Oct 23, 2025 | 1.1735x | 1.0751x |
| Oct 24, 2025 | 1.1974x | 1.0839x |
| Oct 27, 2025 | 1.2033x | 1.0967x |
| Oct 28, 2025 | 1.1948x | 1.0996x |
| Oct 29, 2025 | 1.2081x | 1.1002x |
| Oct 30, 2025 | 1.1950x | 1.0881x |
| Oct 31, 2025 | 1.1998x | 1.0916x |
| Nov 3, 2025 | 1.2036x | 1.0937x |
| Nov 4, 2025 | 1.1664x | 1.0807x |
| Nov 5, 2025 | 1.1858x | 1.0845x |
| Nov 6, 2025 | 1.1626x | 1.0728x |
| Nov 7, 2025 | 1.1896x | 1.0739x |
| Nov 10, 2025 | 1.1940x | 1.0906x |
| Nov 11, 2025 | 1.1802x | 1.0931x |
| Nov 12, 2025 | 1.1835x | 1.0937x |
| Nov 13, 2025 | 1.1429x | 1.0756x |
| Nov 14, 2025 | 1.1510x | 1.0754x |
| Nov 17, 2025 | 1.1532x | 1.0654x |
| Nov 18, 2025 | 1.1449x | 1.0564x |
| Nov 19, 2025 | 1.1723x | 1.0605x |
| Nov 20, 2025 | 1.1328x | 1.0444x |
| Nov 21, 2025 | 1.1256x | 1.0548x |
| Nov 24, 2025 | 1.1588x | 1.0703x |
| Nov 25, 2025 | 1.1549x | 1.0804x |
| Nov 26, 2025 | 1.1811x | 1.0878x |
| Nov 28, 2025 | 1.1934x | 1.0938x |
| Dec 1, 2025 | 1.1593x | 1.0888x |
| Dec 2, 2025 | 1.1681x | 1.0908x |
| Dec 3, 2025 | 1.1723x | 1.0946x |
| Dec 4, 2025 | 1.1957x | 1.0954x |
| Dec 5, 2025 | 1.1805x | 1.0974x |
| Dec 8, 2025 | 1.1654x | 1.0941x |
| Dec 9, 2025 | 1.1635x | 1.0932x |
| Dec 10, 2025 | 1.2093x | 1.1004x |
| Dec 11, 2025 | 1.2182x | 1.1030x |
| Dec 12, 2025 | 1.1771x | 1.0911x |
| Dec 15, 2025 | 1.1757x | 1.0895x |
| Dec 16, 2025 | 1.1799x | 1.0865x |
| Dec 17, 2025 | 1.1204x | 1.0746x |
| Dec 18, 2025 | 1.1470x | 1.0827x |
| Dec 19, 2025 | 1.1557x | 1.0893x |
| Dec 22, 2025 | 1.1663x | 1.0961x |
| Dec 23, 2025 | 1.1656x | 1.1011x |
| Dec 24, 2025 | 1.1711x | 1.1049x |
| Dec 26, 2025 | 1.1658x | 1.1048x |
| Dec 29, 2025 | 1.1635x | 1.1009x |
| Dec 30, 2025 | 1.1598x | 1.0996x |
| Dec 31, 2025 | 1.1509x | 1.0914x |
| Jan 2, 2026 | 1.1895x | 1.0934x |
| Jan 5, 2026 | 1.1914x | 1.1007x |
| Jan 6, 2026 | 1.2032x | 1.1072x |
| Jan 7, 2026 | 1.1633x | 1.1037x |
| Jan 8, 2026 | 1.1458x | 1.1036x |
| Jan 9, 2026 | 1.1709x | 1.1108x |
| Jan 12, 2026 | 1.1893x | 1.1126x |
| Jan 13, 2026 | 1.1997x | 1.1104x |
| Jan 14, 2026 | 1.1943x | 1.1049x |
| Jan 15, 2026 | 1.2156x | 1.1079x |
| Jan 16, 2026 | 1.2304x | 1.1070x |
| Jan 20, 2026 | 1.2087x | 1.0845x |
| Jan 21, 2026 | 1.2143x | 1.0970x |
| Jan 22, 2026 | 1.2118x | 1.1027x |
| Jan 23, 2026 | 1.2077x | 1.1031x |
| Jan 26, 2026 | 1.2089x | 1.1087x |
| Jan 27, 2026 | 1.2390x | 1.1131x |
| Jan 28, 2026 | 1.2613x | 1.1130x |
| Jan 30, 2026 | 1.2375x | 1.1075x |
| Feb 2, 2026 | 1.2326x | 1.1130x |
| Feb 3, 2026 | 1.2624x | 1.1036x |
| Feb 4, 2026 | 1.2165x | 1.0982x |
| Feb 5, 2026 | 1.2079x | 1.0845x |
| Feb 6, 2026 | 1.2513x | 1.1053x |
| Feb 9, 2026 | 1.2740x | 1.1107x |
| Feb 10, 2026 | 1.2795x | 1.1077x |
| Feb 11, 2026 | 1.2977x | 1.1075x |
| Feb 12, 2026 | 1.2977x | 1.0904x |
| Feb 13, 2026 | 1.3186x | 1.0911x |
| Feb 17, 2026 | 1.3235x | 1.0929x |
| Feb 18, 2026 | 1.3151x | 1.0984x |
| Feb 19, 2026 | 1.3379x | 1.0955x |
| Feb 20, 2026 | 1.3402x | 1.1034x |
| Feb 23, 2026 | 1.3370x | 1.0922x |
| Feb 24, 2026 | 1.3736x | 1.1001x |
| Feb 25, 2026 | 1.3695x | 1.1094x |
| Feb 26, 2026 | 1.3603x | 1.1032x |
| Feb 27, 2026 | 1.3563x | 1.0979x |
| Mar 2, 2026 | 1.3560x | 1.0985x |
| Mar 3, 2026 | 1.3223x | 1.0889x |
| Mar 4, 2026 | 1.3280x | 1.0965x |
| Mar 5, 2026 | 1.3008x | 1.0904x |
| Mar 6, 2026 | 1.2698x | 1.0761x |
| Mar 9, 2026 | 1.3092x | 1.0856x |
| Mar 10, 2026 | 1.3114x | 1.0838x |
| Mar 11, 2026 | 1.3041x | 1.0825x |
| Mar 12, 2026 | 1.2990x | 1.0660x |
| Mar 13, 2026 | 1.2885x | 1.0600x |
| Mar 16, 2026 | 1.3089x | 1.0708x |
| Mar 17, 2026 | 1.3190x | 1.0736x |
| Mar 18, 2026 | 1.3197x | 1.0586x |
| Mar 19, 2026 | 1.3269x | 1.0560x |
| Mar 20, 2026 | 1.2615x | 1.0380x |
| Mar 23, 2026 | 1.2923x | 1.0489x |
| Mar 24, 2026 | 1.3125x | 1.0454x |
| Mar 25, 2026 | 1.3195x | 1.0512x |
| Mar 26, 2026 | 1.2861x | 1.0325x |
| Mar 27, 2026 | 1.2904x | 1.0149x |
| Mar 30, 2026 | 1.2598x | 1.0115x |
| Mar 31, 2026 | 1.3037x | 1.0409x |
| Apr 1, 2026 | 1.3223x | 1.0487x |
| Apr 2, 2026 | 1.3267x | 1.0496x |
| Apr 6, 2026 | 1.3202x | 1.0546x |
| Apr 7, 2026 | 1.3277x | 1.0551x |
| Apr 8, 2026 | 1.3604x | 1.0819x |
| Apr 9, 2026 | 1.3673x | 1.0882x |
| Apr 10, 2026 | 1.3800x | 1.0875x |
| Apr 13, 2026 | 1.3833x | 1.0981x |
| Apr 14, 2026 | 1.3920x | 1.1115x |
| Apr 15, 2026 | 1.3932x | 1.1202x |
| Apr 16, 2026 | 1.3953x | 1.1230x |
| Apr 17, 2026 | 1.4048x | 1.1366x |
| Apr 20, 2026 | 1.3921x | 1.1343x |
| Apr 21, 2026 | 1.3643x | 1.1269x |
| Apr 22, 2026 | 1.4175x | 1.1383x |
| Apr 23, 2026 | 1.4608x | 1.1339x |
| Apr 24, 2026 | 1.4606x | 1.1427x |
| Apr 27, 2026 | 1.4616x | 1.1446x |
| Apr 28, 2026 | 1.4381x | 1.1391x |
| Apr 29, 2026 | 1.4064x | 1.1389x |
| Apr 30, 2026 | 1.4771x | 1.1502x |
| May 1, 2026 | 1.4656x | 1.1534x |
| May 4, 2026 | 1.4714x | 1.1492x |
| May 5, 2026 | 1.4811x | 1.1584x |
| May 6, 2026 | 1.4977x | 1.1745x |
| May 7, 2026 | 1.4396x | 1.1709x |
| May 8, 2026 | 1.4271x | 1.1806x |
| May 11, 2026 | 1.4658x | 1.1832x |
| May 12, 2026 | 1.4491x | 1.1814x |
| May 13, 2026 | 1.4332x | 1.1881x |
| May 14, 2026 | 1.4442x | 1.1974x |
| May 15, 2026 | 1.4010x | 1.1830x |
| May 18, 2026 | 1.3590x | 1.1822x |
| May 19, 2026 | 1.3514x | 1.1743x |
| May 20, 2026 | 1.3801x | 1.1864x |
| May 21, 2026 | 1.4054x | 1.1887x |
| May 22, 2026 | 1.4146x | 1.1934x |
| May 26, 2026 | 1.4406x | 1.2013x |
| May 27, 2026 | 1.4200x | 1.2011x |
| May 28, 2026 | 1.4134x | 1.2077x |
| May 29, 2026 | 1.3988x | 1.2107x |
| Jun 1, 2026 | 1.3612x | 1.2140x |
| Jun 2, 2026 | 1.4002x | 1.2157x |
| Jun 3, 2026 | 1.3829x | 1.2072x |
| Jun 4, 2026 | 1.3900x | 1.2117x |
| Jun 5, 2026 | 1.3516x | 1.1804x |
| Jun 8, 2026 | 1.3396x | 1.1831x |
| Jun 9, 2026 | 1.3352x | 1.1796x |
| Jun 10, 2026 | 1.2880x | 1.1610x |
| Jun 11, 2026 | 1.3287x | 1.1808x |
| Jun 12, 2026 | 1.3534x | 1.1872x |
| Jun 15, 2026 | 1.3870x | 1.2081x |
| Jun 16, 2026 | 1.3926x | 1.2009x |
| Jun 17, 2026 | 1.4051x | 1.1859x |
| Jun 18, 2026 | 1.4356x | 1.1951x |
| Jun 22, 2026 | 1.4535x | 1.1914x |
| Jun 23, 2026 | 1.4156x | 1.1741x |
| Jun 24, 2026 | 1.4236x | 1.1735x |
| Jun 25, 2026 | 1.4388x | 1.1752x |
| Jun 26, 2026 | 1.4187x | 1.1667x |
| Jun 29, 2026 | 1.4372x | 1.1860x |
| Jun 30, 2026 | 1.4451x | 1.1952x |
| Jul 1, 2026 | 1.4058x | 1.1936x |
| Jul 2, 2026 | 1.4003x | 1.1920x |
| Jul 6, 2026 | 1.4204x | 1.2024x |
| Jul 7, 2026 | 1.3911x | 1.1967x |
| Jul 8, 2026 | 1.3858x | 1.1930x |
| Jul 9, 2026 | 1.3958x | 1.2031x |
Themes and category
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.
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