I. Why This Report Matters to a Family Office

Most market commentary is written for traders thinking in quarters. A family office thinks in generations. This report matters because it describes a genuine regime change — not a temporary wobble — in two things that multigenerational portfolios depend on: whether growth investments like AI actually pay off, and whether bonds can still be trusted to protect a portfolio when stocks fall.

The short version: the authors, Michael Kelly (Global Head of Multi-Asset) and Hani Redha (Head of Strategy and Research, Global Multi-Asset), argue that 2026 is the year artificial intelligence stopped being a story about spending and started being a story about earnings. At the same time, they argue that the twenty-year era in which bonds reliably rose when stocks fell is over — and it was actually the unusual period, not the norm.

II. AI: From Spending Story to Earnings Story

The single biggest shift the report identifies since year-end

For most of 2025, big technology companies were spending enormous amounts of money building AI infrastructure — data centers, chips, power — without clear proof it would pay off. That pushed down measures like return on invested capital (a way of asking “for every dollar spent, how much profit comes back?”) and weighed on stock prices for the very companies leading the buildout.

Early in 2026, that changed. Companies began showing that businesses and everyday users are willing to actually pay for AI tools, not just try free versions. First-quarter earnings for 2026 came in stronger than expected, and — importantly — the improvement was not limited to the handful of giant technology names. Profit strength broadened across many sectors, which the report treats as evidence of a more durable, less fragile growth engine.

The report draws a useful comparison here: think about how cable television and early internet providers operated. Once people were hooked, those companies spent years learning how to charge for the value they had already created — through price increases, advertising, and new bundled products. The report suggests AI providers are just beginning that same monetization journey.

III. A Railroad, Not a Dot-Com

One of the more useful frames in the report is historical. Many observers compare today’s AI boom to the 1990s internet buildout. The authors push back gently: if the comparison is about how the buildout is being paid for, it looks more like the 19th-century railroad boom than the internet.

For a family office, this distinction is not academic. Debt-funded buildouts change the calculus for bond allocations directly, since the same infrastructure boom that excites equity investors is also the reason real yields keep drifting higher — a headwind for existing bond holdings.

IV. Three Waves of Inflation — and Which Ones Are Fading

A distinction the report makes carefully: temporary shocks versus a structural, demand-driven pressure.

This matters for the Federal Reserve under new Chair Kevin Warsh, who the report expects to take a more traditional, less interventionist approach — managing short-term rates directly, while letting supply and demand set longer-term rates. That means the bond market itself, not just the Fed, will increasingly decide how expensive long-term borrowing becomes — with real consequences for how family offices price fixed income risk.

V. Equities: Broadening Beyond the Giants

The report remains constructive on stocks, especially in the United States, Taiwan, and Korea. Taiwan and Korea matter because they supply much of the world’s advanced computer chips, and a small number of their largest companies have effectively lifted the entire emerging-markets stock index on their own.

Two dynamics are worth understanding for portfolio construction. First, profit growth is broadening beyond the handful of mega-cap technology names that dominated headlines in 2025 — a healthier, more durable foundation for a stock market advance. Second, the shift from government-funded stimulus (post-COVID programs like the CARES Acts, the Infrastructure Act, and the CHIPS Act) toward private-sector investment is viewed as a more sustainable growth driver, since that pandemic-era funding is now expiring.

Alternative energy also gets a favorable mention — both because of long-running climate-related demand and because AI data centers themselves consume enormous amounts of electricity, adding a new and durable source of demand.

VI. Fixed Income: A Different Lens Is Required

This is the section with the most direct implication for family office asset allocation. For roughly two decades, bonds served as a “super-diversifier” — when stocks fell, high-quality bonds tended to rise, cushioning portfolios. The report calls this the “old abnormal,” because it was a product of a specific era: easy money, excess industrial capacity, and quantitative easing following the 2008 financial crisis.

That era is over. Real interest rates — interest rates after accounting for inflation — are trending higher, driven by heavy debt issuance to fund the AI buildout and broader government deficits. As a result, the negative correlation between stocks and bonds has flipped back to mildly positive, which is actually the more typical, longer-run historical pattern going back to the 1940s.

VII. Diversifying the Diversifiers

Because bonds can no longer be counted on alone, the report recommends family offices build a broader toolkit of diversifying strategies:

One notable caution for UHNW investors who have leaned on gold in recent years: the report is cooler on gold than in the recent past. Higher real rates work against gold’s appeal, and Chair Warsh is viewed as less likely to pursue the kind of monetary policy — a gradually shrinking balance sheet, crisis-only use of quantitative easing — that has historically fueled fears of currency debasement and driven gold demand.

VIII. Constructive Realism: The Overall Positioning

The report’s own summary phrase for its stance is “constructive realism.” In practice, that means staying invested and leaning toward growth assets, while being honest that the ride will not be smooth. Inflation is not fully resolved. Real rates are likely to stay elevated and may drift higher still. Positioning is favored as follows:

IX. A Multigenerational Reading

For a family office guided by a seven-generation stewardship horizon, the most durable lesson in this report is not a specific trade — it is a regime change. Portfolios built for the 2001–2021 world, where bonds were a dependable shock absorber, are now operating in a different physical and monetary environment: one shaped by heavier capital intensity, higher real rates, and a structurally uncertain geopolitical backdrop, including the still-fragile Strait of Hormuz situation and the broader recalibration of U.S.-China technology competition.

Prudent stewardship in this environment does not mean abandoning fixed income, nor does it mean chasing AI enthusiasm uncritically. It means widening the definition of what “safe” and “diversifying” mean for the next chapter of the family’s capital — treating commodities, real assets, and alpha-generating strategies as legitimate, permanent members of the toolkit rather than tactical add-ons.

Frequently Asked Questions

Is AI still just a promise, or is it actually making money now?

As of mid-2026, the report finds AI has moved from promise to delivery. First-quarter earnings show hyperscalers and enterprises converting AI capital spending into real usage, revenue, and improving returns on invested capital — not speculative buildout alone.

Why are bonds no longer a reliable diversifier for a family office portfolio?

The historically negative correlation between stocks and bonds that prevailed from roughly 2001 to 2021 has turned mildly positive again — which is actually the longer-term historical norm. Rising real rates driven by AI-related debt issuance mean bonds can fall alongside stocks, so family offices need additional, non-traditional diversifiers.

Should a family office favor equities or bonds in the second half of 2026?

MetLife Investment Management and PineBridge Investments favor equities over fixed income overall, with a tilt in credit toward high yield rather than investment grade, given tight spreads, low near-term recession risk, and heavy investment-grade issuance concentrated in funding AI infrastructure.

What should replace bonds as a portfolio diversifier for UHNW families?

The report recommends diversifying the diversifiers: commodity carry, risk premia strategies, cash-plus-alpha strategies, select real assets, and real estate, since high-quality bonds are less dependable as a standalone hedge in a higher real-rate regime.

Is gold still a good hedge for family offices in this environment?

The report is more cautious on gold than in recent years. Rising real rates work against gold, and new Federal Reserve Chair Kevin Warsh is seen as less supportive of the currency-debasement fears that have historically driven gold demand.