J.P. Morgan Private Bank released its 2026 Global Family Office Report in February, drawing on interviews with 333 single family offices across 30 countries, with an average net worth of $1.6 billion per respondent. The headline finding dominated the coverage: 65% of those offices named artificial intelligence their top investment priority, above healthcare innovation, infrastructure assets, and cybersecurity.
The finding that attracted less attention sits two pages deeper in the report. Of those same offices, 79% reported zero allocation to infrastructure, the physical layer that AI runs on. Data centers require power. Power requires grid capacity. Grid capacity requires transmission infrastructure. Morgan Stanley Research projects U.S. data center demand will reach 74 gigawatts by 2028, against a projected supply shortfall of 49 GW. Family offices saying they want AI exposure while holding no infrastructure have a thesis without a position to match.
A parallel study published in March by Ocorian, which surveyed 200 family office professionals across multiple jurisdictions, adds another data point. Of those 200 respondents, 86% reported that their offices already use AI operationally, covering portfolio reporting, document analysis, meeting preparation, and client communications. Only 7% are investing in the AI sector. The gap between operational adoption and portfolio allocation is 79 percentage points.
Key Takeaways
- 65% of 333 global family offices name AI their top investment theme, above healthcare innovation, infrastructure, and cybersecurity (J.P. Morgan 2026 Global Family Office Report, fieldwork May-July 2025)
- 79% have zero infrastructure allocation despite AI’s dependence on data centers, power capacity, and digital networks (J.P. Morgan)
- More than 50% report no exposure to venture capital or growth equity, where AI’s private-market upside sits; average VC/growth equity allocation is 3.3% (J.P. Morgan)
- Ocorian March 2026: 86% of family offices use AI in operations; only 7% invest in the sector; 74% plan to increase AI investment, with 20% planning “dramatic” increases
- 89% have no cryptocurrency allocation; J.P. Morgan documents a rhetorical shift from crypto to AI without the portfolio having rebalanced (J.P. Morgan)
- 86% of family offices have no formal succession plan, per a 2026 analysis by Family Business Magazine and The Family Office Pro, a governance gap running alongside the AI allocation gap
What the JPMorgan Numbers Show About the Portfolio Execution Gap
The J.P. Morgan report is the largest annual survey of single family offices published globally. The 2026 edition represents offices across North America, Europe, the Middle East, Asia-Pacific, and Latin America. At an average net worth of $1.6 billion, these are offices with sufficient capital and dedicated staff to execute on thematic investment mandates when they decide to move.
The 65% AI interest figure reflects a theme that has become standard on investment committee agendas worldwide. The question is how that discussion converts into allocation.
The VC and growth equity gap is where the conversion breaks down most visibly. AI companies in their pre-public stages, including Anthropic, Perplexity, Mistral, and xAI, are accessible only through venture capital funds, growth equity vehicles, or direct co-investment alongside established VC sponsors. The JPMorgan data shows the average family office holds 3.3% of its portfolio in VC and growth equity combined. More than half report zero exposure to either. Families wanting AI exposure from the private market, where the majority of value creation will occur before any IPO, cannot capture it through Nvidia and Microsoft in a public equity sleeve.
The infrastructure number tells a different story. Family offices typically cite long-term capital preservation as a core mandate. Infrastructure, covering power transmission, data center real estate investment trusts, fiber networks, and cell towers, delivers long-duration, inflation-linked returns with low correlation to public equity markets. Those are exactly the characteristics a preservation-oriented family office should want. The 79% zero-allocation figure is not a specific view on AI infrastructure timing. It is a portfolio construction gap that the AI conversation has made visible.
The Crypto Exit and Where the Capital Went Instead
89% of surveyed family offices report no cryptocurrency allocation. Across private wealth channels, the narrative has moved from crypto as an alternative store of value toward AI as the primary tech-forward thesis.
The portfolio data does not yet show the corresponding rotation. Offices exiting crypto appear to have returned that capital to cash or public equity rather than redeploying into infrastructure, VC, or growth equity. The AI theme has replaced crypto in investment committee presentations without, as of mid-2025, replacing it in the actual allocation.
That lag is not unusual at the beginning of a major thematic shift. It typically takes 12-18 months from the point when a theme dominates committee discussion to the point when it appears meaningfully in allocation data. If the JPMorgan fieldwork ran through July 2025, the rebalancing may show up in the 2027 edition of the report, if the stated intent follows through.
Ocorian’s Finding: AI Runs the Office Before It Enters the Portfolio
Ocorian’s March 2026 study introduces a distinction worth examining. Family offices have adopted AI as an operational tool far ahead of adopting it as an investment.
86% of surveyed offices use AI daily. The applications are embedded: automated reconciliation across custodians, natural language processing for investment memoranda, AI-generated portfolio commentary, and meeting preparation systems aggregating news and position data before investment committee sessions. These are not pilots. They are live systems running inside the majority of family offices in the study.
Only 7% of those same offices are investing in the sector through any vehicle. Getting AI into operations requires a software subscription and an IT rollout. Getting AI into the portfolio requires access to closed VC funds, tolerance for illiquid positions with J-curves extending 5-7 years, and an investment committee that can approve non-standard commitments against an existing allocation framework. The procurement path and the investment path are entirely different problems.
Ocorian’s forward-looking data suggests the gap will narrow. 74% of respondents expect to increase investment in AI and digital assets, with 20% describing planned increases as “dramatic.” The 67-point spread between current investment (7%) and stated planned investment (74%) represents a sizable opportunity for managers who can package AI infrastructure exposure in a structure that matches family office reporting standards: quarterly reporting, audited financials, direct GP access, and fund minimums that work for offices below $500 million.
Governance: The Fault Line Underneath the AI Debate
While family offices debate AI allocation, a separate structural problem has been accumulating. The JPMorgan report identified governance and succession as emerging fault lines in the model, not prominent in the headline data but present throughout the survey responses.
The 2026 analysis published by Family Business Magazine and The Family Office Pro put numbers on it. The same pattern appears in staffing: Botoff Consulting and Morgan Stanley’s 2025 single family office compensation survey found that 62% of offices now use long-term incentive structures to retain CIO talent — a sign that investment leadership is increasingly treated as a retention problem, even when succession for the principal family remains undocumented. 86% of family offices have no structured approach to succession planning, no formal process for transitioning leadership, investment authority, or principal relationships across generations. 99% of respondents agreed that more needs to be done on succession. But when asked to rank operational challenges, succession planning ranked second, behind investment portfolio management.
The awareness is there. The documentation is not.
For family offices that also own operating businesses, the pressure compounds. Internal conflict is cited as a top-three operational risk among business-owning families at nearly twice the rate of non-business-owning peers, per JPMorgan’s data. Running both an investment office and a private company creates competing priorities, differing risk tolerances across family members with different exposures to the operating business, and unclear decision rights that can fracture investment committee consensus on any significant allocation.
Formal governance structures appear at different rates depending on the business-ownership profile. 48% of business-owning families have formalized governance. Among non-business owners, the figure is 40%. An 8-point gap for a substantially more complex organizational context.
Bernstein’s 2026 analysis of next-generation involvement describes how better-structured offices are addressing the preparation gap. Next-gen councils, formal advisory bodies with defined scope, regular meeting cadences, and reporting lines to the investment committee, allow younger family members to develop investment judgment while the principal generation retains decision authority. The council structure separates education from governance, which keeps both generations engaged without turning participation into a negotiation over control.
Three Allocation Paths for AI Exposure in a Family Office Portfolio
For a family office with $200 million in investable assets allocated as of early 2026 at roughly 45% public equity, 30% fixed income, 15% private equity, and 10% liquid alternatives and cash, the AI infrastructure thesis creates a specific question: which layer of the AI value chain fits the office’s liquidity profile, governance capacity, and time horizon?
Public infrastructure equity is the most accessible path. Data center REITs, digital infrastructure companies, and utilities with AI power exposure are liquid and report quarterly. They also carry full public market correlation, which reduces their diversification value against the existing equity sleeve. They capture the infrastructure enablers, not the AI compute layer.
VC and growth equity funds with AI mandates provide direct exposure to private-market value creation, including the companies that will be worth multiples before any IPO. The tradeoff is a minimum 5-year hold, a J-curve, and the reality that top-quartile AI VC managers are largely closed to new LPs without a prior relationship. A family office without existing VC relationships may need to enter through a fund-of-funds to access meaningful deal flow. FINTRX Q1 2026 data on family office direct investing patterns showed that offices with established co-investment pipelines execute direct deals at a 5:1 ratio versus fund commitments — suggesting access, not conviction, is the binding constraint.
Infrastructure debt, private credit backed by data center construction, transmission line buildout, or energy infrastructure financing, captures the buildout through a fixed-income structure. It provides current yield without a J-curve. Interval funds and direct lending platforms offer access at $5 million-plus commitment levels, which is within reach for most family offices in the JPMorgan survey cohort.
The decision turns on which constraints bind: liquidity, committee approval cycles, existing manager relationships, and minimum commitment requirements all point toward different structures. The broader private equity consolidation underway, with PE sponsors backing 90% of RIA deals in 2026, is creating new distribution pathways that give sophisticated investors access to GP co-investment rights alongside fund commitments.
Three Questions Every Family Office Investment Committee Should Answer Before Year-End
1. If 65% of peer family offices name AI their top investment theme, what percentage of your portfolio actually provides exposure beyond Nvidia and Microsoft in the public equity sleeve? Large-cap AI proxies offer partial and highly liquid exposure. The private-market value creation in AI, including hyperscale data center financing, AI infrastructure fund investments, and direct co-investments alongside established VC sponsors, requires separate allocation decisions. A committee that cannot answer this question precisely has not yet connected its stated thesis to its actual portfolio.
2. Does your zero infrastructure allocation reflect a deliberate decision, or simply a gap that was never addressed? Infrastructure delivers long-duration, inflation-linked returns with low public equity correlation. Those characteristics are relevant to a preservation-oriented family office whether or not AI is the justification. The 79% zero-allocation finding suggests that for most offices, the gap was never examined, not decided against.
3. Is your succession plan documented and tested, or does it exist primarily in the founding principal’s understanding of who steps in? The 86% succession gap is a governance risk, not a statement about family values. Investment committees evaluating 5-year and 7-year capital commitments in private markets while operating without a written succession plan are making long-dated decisions in an organization with an undefined leadership structure.
Associate Editor of financial news at Market signals where he writes and edits original analysis in and around the wealth management, as well as other parts of the financial markets and economy. He has more than five years of experience editing, proofreading, and fact-checking content on current financial events and politics.
