The $1 Trillion Supercycle AI is Hiding | Joseph Shaposhnik on the Opportunity Investors Are Missing

| Stock Investing | March 12, 2026 | 4.89 Thousand views | 1:05:55

TL;DR

Joseph Shaposhnik reveals a $1 trillion NATO defense spending supercycle hidden behind AI headlines, while advocating for 'picks and shovels' AI infrastructure plays over hyperscalers and a rotation from the Magnificent 7 into the overlooked S&P 493.

🛡️ The Trillion-Dollar Defense Supercycle 3 insights

NATO's $1 Trillion Spending Wave

NATO countries are projected to increase defense expenditures by $1 trillion over the next decade to meet alliance targets, creating a structural growth tailwind for aerospace and defense contractors regardless of specific conflict durations.

Ignoring the Headline Noise

Geopolitical headlines are inherently short-term and typically fade without meaningful long-term impact, reinforcing the importance of focusing on recurring revenue businesses with durable franchises that can compound through macro shocks.

Crisis Assessment Process

When shocks occur, Shaposhnik evaluates whether long-term free cash flow compounding power is permanently impaired, builds position-sizing buffers for extended conflicts, and generally finds that less portfolio activity during volatile periods produces better returns.

🤖 AI Infrastructure: Avoid the Winners, Buy the Suppliers 4 insights

Supplying the Gold Rush

Rather than predicting which LLM or hyperscaler will dominate, Shaposhnik prefers investing in semiconductor and connector suppliers that serve multiple ecosystem players, avoiding the binary risk of betting on a single winner.

Hyperscalers Lose Capital-Light Advantage

Microsoft confirmed that capital expenditure growth will outpace cloud revenue growth for the foreseeable future, signaling that hyperscalers have transformed from capital-light compounders into capital-intensive utility-like infrastructure builders.

Single LLM Concentration Risk

Microsoft's heavy reliance on OpenAI prompted Shaposhnik to remove it from his top-five holdings after a decade, citing the risk that hundreds of billions in capex could be stranded if their chosen LLM loses the AI race.

Software Moat Uncertainty

AI threatens to disrupt traditional software business models while simultaneously enabling development efficiency, creating significant uncertainty about whether the sector maintains its historical status as the highest-quality business model.

📈 Rotation to the Forgotten 493 2 insights

2026: Year of the 493

Extreme concentration in the Magnificent 7 created historic valuation divergences, positioning 2026 as a potential rotation year where the remaining S&P 493 outperforms—similar to the 2000-2002 shift from tech to traditional businesses.

Quality in the Neglected Names

Many durable non-technology businesses within the 493 have been left behind despite solid operational performance, offering compelling opportunities as market leadership broadens beyond AI-focused mega-caps.

Bottom Line

Focus investments on AI infrastructure suppliers serving multiple hyperscalers rather than picking winners, overweight the underappreciated defense supercycle, and rotate capital toward quality businesses outside the Magnificent 7.

More from Excess Returns

View all
The War No One Can Price | The Weekly Wrap – 3/22/2026
1:10:55
Excess Returns Excess Returns

The War No One Can Price | The Weekly Wrap – 3/22/2026

Markets often exhibit 'willful ignorance' toward obvious geopolitical threats like war until they materialize, while current options data shows a historic disconnect between implied volatility (VIX ~22) and realized volatility, indicating heavy hedging that could trigger sharp moves when protective positions expire.

3 days ago · 8 points
A 3% Drop from VIX 40 | What the Options Market Tells Us About What Comes Next
1:10:00
Excess Returns Excess Returns

A 3% Drop from VIX 40 | What the Options Market Tells Us About What Comes Next

Options markets are exhibiting unusual dynamics with VIX elevated at 25 despite low realized volatility, indicating investors are heavily hedged against 'known unknowns' like geopolitical risks. This creates a dangerous setup where the unwind of OPEX hedges could trigger sudden volatility expansion and sharp market drawdowns.

5 days ago · 7 points