The Nuclear Renaissance and Family Capital

Why patient money is the best money for hard tech

In June 2025, TerraPower closed a $650 million Series C to complete its Natrium sodium-cooled fast reactor in Wyoming. The round was backed by Bill Gates, who founded the company in 2008, and by NVIDIA's NVentures. Five months earlier, X-energy completed an upsized $700 million Series C-1, anchored by Amazon, to advance its Xe-100 high-temperature gas-cooled reactor and its fuel supply chain. In August, Commonwealth Fusion Systems raised $863 million in a Series B2 to commercialize its SPARC fusion machine, with participation from Eric Schmidt, Stanley Druckenmiller, Laurene Powell Jobs, and Bill Gates' Breakthrough Energy Ventures. In December, Radiant raised more than $300 million, just six months after closing its Series C, to break ground on a microreactor factory in Oak Ridge, Tennessee.

These are not speculative seed checks. They are hundreds of millions of dollars flowing into companies that will not generate revenue for years, in some cases a decade, and that are building physical infrastructure governed by regulatory timelines that no amount of capital can accelerate. TerraPower's first reactor is not expected to be operational until the late 2020s. Commonwealth Fusion Systems' SPARC machine is a demonstration device, a precursor to the commercial plant that will follow. Radiant's Kaleidos microreactor is still working through the Department of Energy's regulatory pathway. The investors writing these checks understand all of this. They are investing anyway, because the technology, if it works, will define the energy infrastructure of the next half century.

The question for family offices is whether they recognize, structurally, that they are the investor class best positioned to be in these rounds.

The funding surge nobody expected

The numbers have accelerated past anyone's projections. Net Zero Insights reported that by the beginning of the third quarter of 2025, nuclear fission companies had already raised $1.3 billion in equity funding, the sector's highest annual total on record, accounting for nearly 40 percent of all nuclear fission equity investment since 2020. Deal activity intensified in parallel: 28 equity transactions by October 2025, up from an annual average of roughly 15 in prior years. Small modular reactors and microreactors accounted for approximately 75 percent of total fission funding.

Fusion followed the same trajectory. The Fusion Industry Association's 2025 Global Fusion Industry Report found that the industry raised $2.64 billion in private and public funding in the twelve months leading to July 2025, the second-highest yearly figure since tracking began. The association now counts 53 member companies, up from 23 in 2021. Crunchbase estimated that investors poured close to $2 billion into fission startups alone in 2025, outside of the fusion space. Global Corporate Venturing tracked $3.7 billion in corporate-backed fusion investment between 2024 and 2025, compared to $1.7 billion for fission in the same period.

The capital is coming from a widening base. Venture firms like DCVC, Founders Fund, and Breakthrough Energy Ventures remain active. Industrial corporations including Chevron, Siemens Energy, and Nucor have entered as strategic investors. Sovereign and quasi-public funds, among them In-Q-Tel and the European Innovation Council, have placed bets. And tech companies, facing an energy crisis of their own making as AI infrastructure consumes ever-larger shares of the power grid, have become anchor investors: Amazon in X-energy, NVIDIA in TerraPower, Google Ventures in Inertia Enterprises.

Why this capital needs to be patient

The defining characteristic of nuclear and hard-tech investment is the relationship between technical maturity and regulatory timeline. A software company can ship a product the quarter after its Series A. A nuclear company cannot. The Nuclear Regulatory Commission's licensing process, the Department of Energy's reactor demonstration programs, the supply chain for high-assay low-enriched uranium fuel: these operate on schedules measured in years, governed by physics and policy rather than market demand.

This creates a structural mismatch with conventional venture capital. A venture fund with a ten-year life and a five-to-seven-year deployment window needs to see exits, or at minimum credible markups, within that horizon. For a nuclear fission startup that will spend three to five years in regulatory review before breaking ground on its first demonstration reactor, and another three to five years constructing it, the ten-year fund life is barely sufficient. For a fusion startup pursuing a technology that has never been commercially deployed, it is insufficient by definition.

The mismatch explains why the cap tables of the most consequential nuclear companies look the way they do. They are anchored by investors with permanent or near-permanent capital: billionaires investing from personal balance sheets, corporate strategic investors with multi-decade energy mandates, sovereign funds with no redemption pressure, and family offices.

Goldman Sachs' Meena Flynn observed that family offices possess the ability to invest in assets they can hold over multiple generations without worrying about an exit. That structural advantage, which in conventional markets is a nice-to-have, becomes a decisive edge in hard tech. A family office that invests in a nuclear microreactor company today can hold that position for fifteen years without answering to an LP, without facing a fund wind-down, and without the pressure to manufacture an exit before the technology has reached commercial scale. No other class of private investor can make that offer with the same credibility.

The alignment the founders want

The capital structure advantage is reinforced by a preference that founders themselves have articulated. Article 7 of this series cited a founder who chose a European family office as lead investor over a tier-one venture firm, explaining that when things go wrong, he wanted an investor who would spend time with the company rather than writing it off and moving to the next deal. That preference is amplified in hard tech, where the path to commercialization is longer, the technical risks are less familiar to generalist investors, and the need for patient, engaged capital is most acute.

BNY Wealth's 2025 survey documented a 52 percent year-over-year increase in family offices citing alignment of interests as a crucial consideration in investment decisions. In hard tech, alignment is everything. A founder building a nuclear microreactor for military deployment does not need an investor who will pressure the company to pivot toward commercial data centers because the defense procurement timeline is too slow. That founder needs an investor who understands the procurement cycle, accepts the timeline, and has the capital structure to match it.

The offices entering this space are positioning accordingly. BlackRock's 2025 Global Family Office Survey found that 30 percent of respondents intend to increase infrastructure allocations, with three-quarters expressing a positive outlook for the asset class. Citi's 2025 report noted that 70 percent of family offices are engaged in direct investing. The convergence of infrastructure appetite, direct-investing capability, and patient capital creates a natural fit with the nuclear and hard-tech ecosystem that no other investor class replicates as cleanly.

The operational prerequisite

There is, however, a condition that connects this investment thesis to the operational argument this series has been building since January. Hard-tech investing demands more from a family office's internal capabilities than any other asset class.

A nuclear investment cannot be evaluated with the same frameworks that apply to a SaaS company or a consumer brand. The due diligence requires technical fluency: understanding reactor designs, fuel cycles, regulatory pathways, and the difference between a demonstration milestone and a commercial milestone. The monitoring requires patience and specificity: tracking NRC submissions, DOE grant timelines, and supply chain developments that have no analogue in a standard quarterly report. The reporting requires infrastructure that can accommodate illiquid, long-duration positions with bespoke valuation methodologies.

BlackRock found that 75 percent of family offices acknowledge gaps in private-market analytics, 63 percent in deal sourcing, and 57 percent in reporting. Those gaps, which are problematic for any direct-investing strategy, become disqualifying in hard tech. An office that cannot properly track and report on a nuclear position will either avoid the sector entirely, forfeiting the opportunity, or invest without adequate oversight, accumulating risk it cannot see.

The offices that have built the operational infrastructure described in the first five articles of this series, automated data aggregation, real-time reporting, cybersecurity protections, and the technology stack to support concentrated portfolios, are the ones that can pursue hard-tech conviction with confidence. The ones that have not will watch from the sideline as the most consequential energy companies of the next generation are funded by investors who did the operational work first.

The Q2 thesis, completed

This is the final article in the Q2 series on conviction capital. Over five installments, we have traced the shift from diversified, spray-and-pray allocation to concentrated, thesis-driven investing. We have examined the information asymmetry in defense tech, the weaponization of AI against the offices funding it, the strategic logic of outsourcing, and now the structural case for family capital in nuclear and hard tech.

The thread connecting all five is the same: conviction is necessary, and it is insufficient. Without the operational infrastructure to source, evaluate, monitor, and report on concentrated positions in complex sectors, conviction produces exposure without oversight. The offices that close the gap between their investment ambition and their operational capability will define the next generation of private capital deployment. The nuclear renaissance is their opportunity to prove it.

This is the tenth installment of The Prominent Blog, a biweekly series on the convergence of capital strategy and operational technology in the family office sector.

Sources and verification notes:

All statistics cited in this article are drawn from identified, published sources:

• TerraPower $650 million Series C (June 2025): Backed by Bill Gates and NVIDIA's NVentures; funding Natrium reactor in Wyoming. Confirmed via POWER Magazine (Dec 18, 2025), Global Corporate Venturing.

• X-energy $700 million Series C-1 (February 2025, upsized from $500M initial close October 2024): Anchored by Amazon. Confirmed via POWER Magazine (Dec 18, 2025), Global Corporate Venturing.

• Commonwealth Fusion Systems $863 million Series B2 (August 2025): Investors include Eric Schmidt, Stanley Druckenmiller, Laurene Powell Jobs, Bill Gates. Confirmed via POWER Magazine (Dec 18, 2025). Previously verified in Article 7.

• Radiant $300M+ round (December 2025): Led by Draper Associates and Boost VC; additional investors include Founders Fund, Andreessen Horowitz, DCVC, Chevron Technology Ventures. Six months after $165M Series C (May 2025). Factory planned for Oak Ridge, Tennessee. Confirmed via POWER Magazine (Dec 18, 2025), Crunchbase News (Dec 9, 2025).

• Net Zero Insights: Nuclear fission companies raised $1.3B in equity funding by Q3 2025, highest annual total on record; ~40% of all nuclear fission equity investment since 2020; 28 equity transactions by October 2025 (vs. ~15 annual average); SMRs and microreactors ~75% of total fission funding. Confirmed via POWER Magazine (Dec 18, 2025).

• Fusion Industry Association, 2025 Global Fusion Industry Report: $2.64B raised in 12 months to July 2025, second-highest yearly figure. 53 companies responded (up from 23 in 2021). Confirmed via FIA press release (Jul 22, 2025).

• Crunchbase: Investors poured close to $2B into fission startups in 2025 (excluding fusion). Confirmed via Crunchbase News (Dec 9, 2025).

• Global Corporate Venturing: $3.7B in corporate-backed fusion investment 2024-2025; $1.7B for fission in same period. Confirmed via Global Corporate Venturing (Sep 26, 2025).

• Goldman Sachs 2025 Family Office Investment Insights: Meena Flynn quote on holding assets "over multiple generations." Previously verified in Articles 6 and 7.

• BNY Wealth 2025: 52% YoY increase in offices citing alignment of interests. Previously verified in Article 6.

• BlackRock 2025: 30% intend to increase infrastructure; 75% positive outlook; 75% gaps in private-market analytics; 63% deal sourcing; 57% reporting. Previously verified in Articles 6, 7, and 9.

• Citi 2025: 70% engaged in direct investing. Previously verified in Article 6.

• Founder quote on choosing family office over tier-one VC: Benkirane, Spore.Bio, via CNBC Inside Wealth (Mar 7, 2025). Previously verified in Article 7.

Outsourcing Is Not a Dirty Word

The 80 percent statistic that should change your hiring strategy

The word carries baggage. In the family office world, "outsourcing" conjures an image of surrender: the admission that the institution cannot do what it was built to do. For a principal who founded the office to maintain control over the family's financial destiny, handing any piece of that mandate to an outside firm can feel like a philosophical betrayal. The whole point was to bring it in-house. The whole point was to own it.

Which makes the J.P. Morgan Private Bank's 2026 Global Family Office Report so striking. Surveying 333 single family offices across 30 countries with an average net worth of $1.6 billion, the report found that 80 percent outsource at least some aspect of portfolio management. For offices managing more than $1 billion in assets, over one-third outsource more than half of their portfolios. Only one in five families does everything internally.

These are not small offices cutting corners. These are the most sophisticated private capital vehicles on earth, and four out of five have concluded that the smartest thing they can do with certain functions is give them to someone else.

The talent equation nobody wins

The instinct is to assume this is about money. It is not. J.P. Morgan's data is explicit on this point: cost does not rank among the top six motivations for working with an external advisor. Only 28 percent of offices cite reducing costs as a primary reason. The top drivers are access to high-quality investment managers or products (57 percent), track record of performance and investment discipline (51 percent), expertise in portfolio construction and asset allocation (43 percent), and access to private investment deal flow (43 percent).

What these motivations share is a common root: the talent required to deliver these capabilities in-house is extraordinarily scarce and extraordinarily expensive. The J.P. Morgan report found that competition for talent and the need for specialized skills are driving up operating costs and prompting a shift toward hiring non-family professionals. The average annual operating cost for a family office is $3 million. For offices with more than $1 billion in assets, it rises to $6.6 million, up from $6.1 million in 2024, with 25 to 28 percent of those costs allocated to external services.

The arithmetic is unforgiving. A family office that wants to build an internal investment team capable of managing a diversified portfolio across public equities, private equity, venture capital, real estate, credit, and infrastructure needs specialists in each of those domains. It needs a chief investment officer with the credibility to lead them. It needs operational support for capital calls, valuations, and reporting. It needs legal and tax expertise across multiple jurisdictions. And it needs all of this in a labor market where hedge funds and private equity firms are competing for the same professionals with compensation packages that most family offices cannot match.

RSM's 2024 Family Office Operational Excellence Survey, covering 100 leading family offices in the U.S. and Canada, quantified the difficulty: 63 percent of single family offices reported trouble attracting IT talent, 39 percent struggled with tax professionals, and 26 percent with investment management hires. Seventy percent of midsize offices found IT recruitment particularly challenging. The average family office has 14.4 employees. That is the entire institution. Every vacancy is structural.

Heidrick and Struggles' 2025 Family Office Compensation Survey documented the supply-side pressure. The population of stand-alone family offices has grown from roughly 6,000 six years ago to more than 8,000 today, with projections suggesting the number could approach 11,000 by 2030. Each new office enters the same talent pool, competing for the same finite set of professionals with the requisite experience in multigenerational wealth management. The demand curve is steep. The supply curve is flat.

What the best offices actually outsource

The J.P. Morgan data provides a clear map of where outsourcing has become standard practice. Legal services lead at 52 percent, followed by trading and market execution at 45 percent and cybersecurity at 38 percent. Investment management, naturally, remains the largest outsourced function by dollar volume.

RSM's survey reinforced the pattern from a different angle: 97 percent of the single family offices surveyed had leveraged some form of outsourcing in the prior twelve months. Eighty-three percent agreed that outsourcing is important to mitigate risk for complex estate, legal, and tax issues. For newer offices, established since 2015, 70 percent view outsourcing as a direct value driver rather than a concession.

The distinction matters. Offices established before 1990, which have had decades to build institutional knowledge internally, are less reliant on external providers. Newer offices, which are forming at an unprecedented rate and inheriting more complex portfolios from the outset, are designing their operating models around strategic outsourcing from day one. They are skipping the phase where the office tries to do everything itself, discovers it cannot, and then reluctantly brings in help. They are starting with help.

The most telling example is the rise of the outsourced chief investment officer. J.P. Morgan noted an uptick in OCIO adoption, with families allocating some or all of their capital through an outsourced CIO model. This is the function that most principals would consider the core of the family office's reason for existing, and a growing number are choosing to hand it to a dedicated external team. The logic is not laziness. It is an honest assessment that a team of four or five generalists cannot match the sourcing capability, manager access, and analytical depth of a dedicated investment platform with dozens of specialists.

The outsourcing framework that works

The offices doing this well share a common discipline. They distinguish between what must be kept close and what gains from external scale. The framework has three tiers.

The first tier is relationship functions: anything that requires intimate knowledge of the family, its values, its internal dynamics, and its long-term vision. This includes principal communication, family governance, philanthropic strategy, and next-generation education. These functions are irreducibly personal. They cannot be outsourced without losing the context that gives them meaning.

The second tier is execution functions: activities that require specialized expertise, scale, or technology that the office cannot replicate efficiently. This includes trading, custody operations, tax compliance across multiple jurisdictions, cybersecurity, and increasingly, investment management in asset classes where specialist knowledge is the edge. These are the areas where the 80 percent figure lives. The office defines the mandate. The external partner executes it.

The third tier is infrastructure functions: data aggregation, reporting, technology platforms, and back-office operations. This is where the overlap between the outsourcing thesis and the operational thesis of this series is sharpest. The Goldman Sachs data showing that family office teams typically consist of fewer than five people, combined with the BlackRock finding that 75 percent acknowledge gaps in private-market analytics, 63 percent in deal sourcing, and 57 percent in reporting, describes a sector that is structurally undersized for the complexity of its mandate. External infrastructure providers fill that gap without requiring the office to hire an IT department it cannot afford and cannot retain.

The risk of doing it alone

There is a countervailing argument, and it deserves to be taken seriously. Outsourcing introduces dependency. An office that relies entirely on external managers for investment decisions and external providers for reporting and compliance has, in some sense, recreated the private banking model it was designed to replace. If the value of a family office is control, then delegating too much erodes the value proposition.

The answer is that control and execution are different things. A principal who sets the investment policy, defines the risk parameters, selects the external managers, and reviews their performance quarterly has not surrendered control. That principal has exercised it. The alternative, attempting to execute every function internally with a team that lacks the bandwidth, the specialization, and the technological infrastructure to do so at institutional quality, is the real risk. It produces the 75 percent operational drag documented earlier in this series, the cybersecurity vulnerabilities that accompany undersized IT functions, and the reporting gaps that make concentrated portfolios opaque.

RSM found that 62 percent of single family offices acknowledge that delivering best-in-class technology in-house is a challenge. That number has not changed materially in several years. The offices that accept it and build accordingly are the ones producing the operating models that actually work.

The Q2 thesis, continued

This article is the fourth in the Q2 series on conviction capital. The preceding three examined the shift from spray-and-pray to concentrated investing, the information asymmetry in defense tech and hard tech, and the deepfake threat that weaponizes the same AI family offices are funding. Each of those arguments assumed an institution with the capacity to act on its convictions: to source non-consensus deals, to evaluate technical complexity, to protect itself from sophisticated threats.

Outsourcing is how most offices will build that capacity. The 80 percent figure is a statement about what the industry has already concluded, even if many principals have not yet said it aloud. The offices that treat external partnerships as a strategic function, governed with the same rigor they apply to their investment portfolio, will have the bandwidth to pursue conviction strategies. The ones that insist on doing everything internally, with teams that cannot scale and talent they cannot retain, will continue to lose three-quarters of their analytical capacity to the back office.

The question is no longer whether to outsource. It is what to keep.

This is the ninth installment of The Prominent Blog, a biweekly series on the convergence of capital strategy and operational technology in the family office sector.

Sources and verification notes:

All statistics cited in this article are drawn from identified, published sources:

• J.P. Morgan Private Bank 2026 Global Family Office Report: 333 SFOs, 30 countries, avg net worth $1.6B. 80% outsource at least some portfolio management; over one-third of $1B+ offices outsource more than half. Top motivations: access to high-quality managers (57%), track record (51%), portfolio construction expertise (43%), private deal flow access (43%), reputation with similar clients (40%), alignment with long-term goals (40%). Cost not in top six motivations; only 28% cite cost reduction. Most frequently outsourced: legal (52%), trading/execution (45%), cybersecurity (38%). Average operating cost $3M; $6.6M for $1B+ offices (up from $6.1M in 2024); 25-28% allocated to external services. Competition for talent driving up costs and shift to non-family professionals. OCIO adoption rising. Confirmed via J.P. Morgan Private Bank (Feb 2, 2026), PR Newswire, Yahoo Finance, Zawya, MyFO Tech, Family Wealth Report, Legacy Planning Services.

• RSM 2024 Family Office Operational Excellence Survey: 100 leading FOs in U.S. and Canada; data collected Aug 2023. 97% leveraged outsourcing; 62% find delivering best-in-class technology in-house challenging; 83% agree outsourcing important for estate/legal/tax risk; 70% of newer FOs (est. since 2015) view outsourcing as value driver; only 33% of pre-1990 FOs agree. IT talent hardest to attract (63% of SFOs); 70% of midsize offices struggle with IT recruitment; average FO has 14.4 employees. Confirmed via RSM press release (Feb 29, 2024), Institutional Investor, Freelandt Caldwell Reilly.

• Heidrick and Struggles 2025 Family Office Compensation Survey: 106 family office investors in U.S. and Europe. Stand-alone family office population grew from ~6,000 to 8,000+, projected to approach 11,000 by 2030. Confirmed via Heidrick and Struggles website.

• Goldman Sachs 2025 Family Office Investment Insights: Investment teams typically fewer than five people. Previously verified in Articles 4, 5, 6, and 7.

• BlackRock 2025 Global Family Office Survey: 75% acknowledge gaps in private-market analytics; 63% in deal sourcing; 57% in reporting. Previously verified in Articles 6 and 7.

The Deepfake in the Boardroom

When AI becomes the weapon, not the investment

In January 2024, a finance employee at Arup, a multinational engineering firm with 18,500 staff worldwide, received an email purportedly from the company's UK-based chief financial officer. The message requested a series of urgent transfers. The employee was suspicious, as anyone trained in basic cybersecurity would be. So he did what every protocol recommends: he joined a video conference call to verify the request with the CFO directly. On the call, the CFO was present. So were several other senior executives. Faces matched. Voices matched. Speech patterns appeared natural. The employee authorized fifteen transactions totaling HK$200 million, approximately $25 million, to five Hong Kong bank accounts. Every person on that call was a deepfake. The entire conference had been fabricated using AI trained on publicly available footage of the real executives.

In July 2024, scammers attempted a similar operation against Ferrari. Someone contacted a senior executive on WhatsApp, impersonating CEO Benedetto Vigna. The voice clone replicated Vigna's distinctive southern Italian accent with near-perfect fidelity. The executive grew suspicious and asked the caller which book Vigna had recently recommended to him. The clone could not answer. The call ended. Ferrari lost nothing.

These two cases, separated by months, illustrate the same underlying problem. The first succeeded because the employee followed every verification procedure available to him. The second failed because the executive had something no technology could replicate: a piece of private, contextual knowledge shared between two specific human beings. In a world where AI can clone a voice from three seconds of audio and generate synchronized video of multiple people on a conference call, the entire architecture of trust that family offices rely on to authorize financial transactions has been compromised.

The scale of the problem

The numbers have moved past theoretical. According to Resemble AI's Q1 2025 Deepfake Incident Report, financial losses from deepfake-enabled fraud exceeded $200 million in the first quarter of 2025 alone. Keepnet Labs found that deepfake-related fraud losses in the United States reached $1.1 billion in 2025, tripling from $360 million the prior year. The Deloitte Center for Financial Services projects that generative AI fraud losses in the U.S. will climb from $12.3 billion in 2023 to $40 billion by 2027.

The attack vectors are evolving faster than the defenses. Voice cloning now requires as little as three to five seconds of sample audio to produce an 85 percent match to the original speaker's vocal characteristics. Source material is scraped effortlessly from earnings calls, podcast appearances, conference panels, LinkedIn videos, and corporate webinars. Deepfake video has crossed its own threshold: 68 percent of video deepfakes are now classified as nearly indistinguishable from genuine footage, according to the Resemble AI report. Human detection rates for high-quality video deepfakes stand at just 24.5 percent.

For family offices, these numbers describe an existential vulnerability. The Arup case involved a multinational corporation with dedicated information security infrastructure. Family offices, by contrast, typically operate with fewer than five investment professionals, minimal IT staff, and security protocols that rely heavily on personal recognition and informal trust. When a principal's voice on a phone call or face on a video screen is no longer reliable proof of identity, the foundational assumption of every wire authorization, every capital call confirmation, and every deal instruction has been invalidated.

Why family offices are uniquely exposed

Deloitte's Family Office Cybersecurity Report, published in 2024, quantified the exposure. Nearly 43 percent of family offices globally have experienced a cyberattack in the past two years. In North America, the figure is 57 percent. For offices managing over $1 billion in assets, it reaches 62 percent. Of those attacked, a quarter endured three or more incidents.

The defenses are thinner than the attack surface warrants. Nearly one-third of family offices (31 percent) have no cyber incident response plan at all. Another 43 percent describe their existing plan as inadequate. Only 26 percent claim to have a robust plan in place. Half lack a disaster recovery plan. Sixty-three percent have no cybersecurity insurance. Sixty-eight percent have not adopted vendor governance protocols. Just 12 percent have run a simulated cyberattack in the past year.

These gaps exist in an environment where the principal's public profile creates the raw material for the attack. Every conference appearance, every charity gala photograph, every interview generates audio and visual data that can be harvested for voice cloning and facial replication. The Simple Family Office Security & Risk Report 2025 confirmed a specific tactic already in use: deepfake audio targeting an executive assistant with malware-laced non-disclosure agreements. The attack exploited the trust relationship between assistant and principal, using a cloned voice to create urgency around a fabricated deal.

The Deloitte 2026 follow-up report on family businesses reinforced the trend. Nearly three-quarters (74 percent) of family businesses globally experienced at least one cyberattack in the past two years, with one-third facing multiple incidents. Among those targeted, the damage was widespread: 54 percent reported financial losses, 51 percent operational disruptions, and 51 percent reputational harm. Only 4 percent reported no damage at all.

What the deepfake threat changes

Traditional cybersecurity in a family office context has focused on perimeter defense: firewalls, multifactor authentication, encrypted communications, and access controls. These measures address technological vulnerabilities. Deepfake fraud addresses a different vulnerability entirely: human cognition. It exploits the brain's tendency to trust familiar sensory inputs. When you hear a voice you recognize asking for something that falls within normal operational parameters, your skepticism deactivates. Authority bias and urgency combine to compress the window for verification. The attack succeeds precisely because the target is following established protocol.

This is what makes the deepfake threat categorically different from phishing, ransomware, or credential harvesting. Those attacks can be mitigated with better technology. Deepfake fraud requires better processes, because the technology that enables the attack is designed to defeat the very sensory verification that organizations have relied on for decades.

The implications for family office governance are profound. If a principal's voice on the phone is no longer sufficient to authorize a wire transfer, then every financial control that rests on verbal or visual confirmation must be redesigned. If a video call can be fabricated with multiple synthetic participants, then the common practice of "confirming over Zoom" is not a security measure; it is a vulnerability.

What the best-prepared offices are doing

The offices adapting fastest share a common approach: they are treating identity verification as an infrastructure problem, the same way they would treat portfolio reporting or data aggregation. The specific measures clustering among early movers include:

Dual authorization with separation of channels. No single employee can initiate a transfer above a defined threshold based on a single communication channel. If a request arrives by phone, confirmation must occur through an entirely separate medium, using a number retrieved from an internal directory rather than from the incoming call.

Pre-established code words. The Ferrari case demonstrated the power of shared private knowledge. Some offices have formalized this by creating rotating verification phrases known only to the principal and designated staff. These phrases change on a defined schedule and cannot be derived from any publicly available information.

Elimination of urgency as a justification. Several security consultants now recommend that family offices adopt an explicit policy: any request framed as "do this immediately and do not tell anyone" is treated as a red flag rather than a command, regardless of who appears to be making it.

Simulated attack exercises. Only 12 percent of family offices have conducted a simulated cyberattack in the past year. The offices that have report significantly improved staff awareness and faster incident response. The exercise need not be elaborate. A quarterly test in which a staff member receives a fabricated voice request and must follow the verification protocol is sufficient to maintain readiness.

Investment in detection tools. The market for AI deepfake detection is growing at a compound annual rate of 28 to 42 percent. These tools are not infallible; their effectiveness drops significantly in real-world conditions versus laboratory settings. They are, however, a useful additional layer when combined with procedural controls.

The convergence of investment thesis and operational reality

This article brings Q2's conviction capital thesis into direct contact with Q1's operational arguments. Family offices are investing aggressively in AI. Goldman Sachs found that 86 percent have positions in AI companies and 58 percent plan to overweight technology. These are informed bets on a technology whose capabilities are genuine and whose market potential is enormous.

The same technology is now being used to attack the offices making those investments. The AI that powers a portfolio company's natural language processing is architecturally identical to the AI that can clone a principal's voice from a podcast appearance. The family office that invests in generative AI without simultaneously upgrading its own defenses against generative AI fraud is making a bet with an unhedged downside.

The gap between investment sophistication and operational preparedness, the Great Asymmetry that this series has explored since its first installment, has never been more dangerous than it is in the deepfake era. Closing it requires treating cybersecurity not as an IT expense but as what it has become: a fiduciary obligation.

This is the eighth installment of The Prominent Blog, a biweekly series on the convergence of capital strategy and operational technology in the family office sector.

Sources and verification notes:

All statistics cited in this article are drawn from identified, published sources:

• Arup deepfake fraud case (January 2024): Finance employee in Hong Kong authorized 15 transactions totaling HK$200 million (~$25 million) to five bank accounts after joining a video conference where CFO and multiple executives were AI-generated deepfakes. Rob Greig, Arup's global CIO, confirmed attacks rising in "number and sophistication." Incident occurred January 2024; publicly disclosed by Hong Kong police in February 2024; Arup confirmed as victim May 2024. Confirmed via CNN, Fortune (May 17, 2024), The Guardian, Institute for Financial Integrity, SCMP.

• Ferrari deepfake attempt (July 2024): Scammers impersonated CEO Benedetto Vigna on WhatsApp using voice clone replicating his southern Italian accent. Executive asked verification question the clone could not answer; call ended with no losses. Confirmed via Eftsure (citing original reporting), multiple cybersecurity outlets.

• Resemble AI Q1 2025 Deepfake Incident Report: Financial losses from deepfake-enabled fraud exceeded $200 million in Q1 2025. Deepfake use led by video (46%), images (32%), audio (22%). Voice cloning requires 3-5 seconds of sample audio. 68% of video deepfakes classified as "nearly indistinguishable from genuine media." 41% of impersonation targets are public figures; 34% are private citizens. Confirmed via Variety (Apr 18, 2025), Keepnet Labs.

• Keepnet Labs: Deepfake-related fraud losses in the U.S. reached $1.1 billion in 2025, tripling from $360 million in 2024. Confirmed via Keepnet Labs statistics page, DH Solutions.

• Deloitte Center for Financial Services: Generative AI fraud losses in the U.S. projected to climb from $12.3 billion in 2023 to $40 billion by 2027, compound annual growth rate of 32%. Confirmed via DeepStrike, Keepnet Labs statistics.

• Human detection rates for high-quality video deepfakes: 24.5%. Confirmed via DeepStrike deepfake statistics, Keepnet Labs, Brightside AI, DH Solutions.

• Voice cloning from 3-5 seconds of audio with 85% match: Confirmed via DeepStrike deepfake statistics, Brightside AI, Resemble AI report, multiple cybersecurity sources.

• Deloitte Family Office Cybersecurity Report 2024: 43% of family offices globally experienced cyberattack in past two years; 57% in North America; 62% for offices managing over $1 billion. 31% have no cyber incident response plan; 43% say plan "could be better"; 26% have "robust" plan. 50% lack disaster recovery plan; 63% lack cybersecurity insurance; 68% have not adopted vendor governance protocols. Confirmed via Deloitte Global, Deloitte Australia, Deloitte Czech/Slovak, Family Wealth Report, Future Family Office, Crisis24.

• Simple Family Office Security & Risk Report 2025: Only 12% have run simulated cyberattack in past year. Confirmed tactic of deepfake audio targeting executive assistant with malware-laced NDAs. 70% of respondents believe family offices are underestimating cyber exposure. Confirmed via Simple report (Jun 27, 2025).

• Deloitte Family Business Cybersecurity 2026 (published January 29, 2026): 1,587 family businesses surveyed across 35 countries. 74% experienced at least one cyberattack in past two years; 33% faced multiple incidents. Of those targeted: 54% financial losses, 51% operational disruptions, 51% reputational harm. Only 4% reported no damage. Confirmed via Deloitte Global press release (Jan 29, 2026).

• Goldman Sachs 2025 Family Office Investment Insights: 86% invest in AI; 58% plan to overweight technology. Previously verified in Articles 6 and 7.

• AI detection tool market growth rate 28-42% CAGR: Confirmed via DeepStrike deepfake statistics, Keepnet Labs.

• CEO fraud targeting 400 companies per day: Confirmed via Brightside AI, DH Solutions.

• 77% of voice clone victims who confirmed targeting reported financial loss: Confirmed via DeepStrike, Keepnet Labs, DH Solutions.

Notes from the Frontier

What defense tech founders know that your banker doesn't

In August 2017, a company called Anduril Industries raised $17.5 million in seed funding at a valuation of roughly $88 million. The founding team included a fired Facebook executive, a Palantir alumnus, and a handful of engineers with defense backgrounds but no defense contracts. There was no revenue. There was no product in market. What there was, in the words of executive chairman Trae Stephens, was a thesis: that the United States Department of Defense would eventually buy software-defined autonomous systems from startups, and that whoever built the operating system for those systems first would own the category.

Eight years later, Anduril is valued at $30.5 billion. It doubled its revenue to $1 billion in 2024. Founders Fund, which led the seed round, wrote its largest check in firm history to lead the company's $2.5 billion Series G in June 2025.

The question for family office allocators is not whether Anduril is an extraordinary company. It is when, exactly, they first heard about it. For most, the answer is sometime around the Series D or Series E, when the valuation was already between $4.6 billion and $8.5 billion and the company had appeared in enough bank research notes to seem investable. By then, the seed-stage thesis had been validated many times over. The informational edge had long since been priced in. The entry point was comfortable. It was also late.

This is the asymmetry that matters most in private markets today. It is not the gap between one asset class and another, or between one vintage and the next. It is the gap between what frontier founders know and what their eventual investors learn, and the months or years of compounding value that disappear into that gap.

A $2.7 trillion demand signal

To understand why this asymmetry is accelerating, start with the demand side. Global military expenditure reached $2.7 trillion in 2024, according to the Stockholm International Peace Research Institute. The 9.4 percent year-over-year increase was the steepest since the end of the Cold War. Spending rose in every region. Eighteen of thirty-two NATO members met or exceeded the alliance's 2 percent of GDP guideline, the highest number since the target was adopted in 2014. Germany's defense spending surged 28 percent in a single year, making it the largest military spender in Western Europe for the first time since reunification.

The capital flowing into defense technology startups reflects this structural shift. Venture capital investment in defense tech hit $49.1 billion in 2025, according to PitchBook, nearly doubling from $27.2 billion in 2024. Equity funding alone more than doubled to $17.9 billion, per CB Insights. The number of firms actively investing in defense tech rose 41 percent in a single year, as mainstream venture firms dropped previous ethical objections and reframed defense investing as supporting democratic values.

These are not speculative flows chasing a theme. They are capital responding to procurement budgets that have already been authorized. The United States has committed to a defense budget approaching $1 trillion. The European Union is planning up to 800 billion euros in defense spending by 2030. When governments move this much money this fast, the question for private capital is not whether to participate but how to gain access to the companies that will absorb it.

When the Porsche family starts a defense fund

The shift is visible at every level of the private capital ecosystem. In August 2025, Porsche Automobil Holding SE, the holding company controlled by the Porsche-Piech family, announced it would build a platform for investments in defense technology startups. In November 2025, Porsche SE hosted a "Defense Day" event for German and European family offices interested in the sector. According to Bloomberg, the initiative targets approximately half a billion euros in venture capital, with Deutsche Telekom also set to participate. Porsche SE already holds positions in dual-use technology companies including Isar Aerospace and Quantum Systems.

The Porsche-Piech move is instructive because of what it reveals about the information problem. Here is a family with multigenerational wealth, deep industrial expertise, and existing relationships across European manufacturing, and it still needed to create a dedicated event and investment platform to bridge the gap between its capital and the defense technology ecosystem. If one of Europe's most connected industrial families requires a purpose-built structure to access the sector, the median single-family office with four investment professionals has no chance of sourcing these deals through conventional channels.

The pattern is the same in the United States. When former Google CEO Eric Schmidt, Stanley Druckenmiller, and Laurene Powell Jobs all participated in an $863 million round for nuclear fusion company Commonwealth Fusion Systems in 2025, they were not responding to a pitch deck circulated by a placement agent. They were acting on relationships built over years of direct engagement with founders building at the intersection of energy infrastructure and national security. Barry Sternlicht's family office, Jaws Ventures, joined a $50 million round for Zeno Power, a startup producing compact nuclear batteries for the Department of Defense and NASA. Jeff Bezos' family office backed Atlas Data Storage and robotics startup FieldAI. These are investments that never appeared on a standard deal-flow calendar because they were never distributed through standard channels.

The knowledge that doesn't travel

The information asymmetry in deep tech is qualitatively different from the asymmetry in conventional venture. In consumer technology or SaaS, an investor can evaluate a startup by examining market size, user growth, unit economics, and competitive positioning. The data is accessible. The frameworks are portable. A generalist allocator can get reasonably close to the right answer with a spreadsheet and a few reference calls.

In defense technology, nuclear energy, and AI infrastructure, the relevant knowledge is technical, classified or export-controlled, and embedded in relationships that do not transfer through traditional intermediaries. A founder building autonomous naval vessels knows which NATO procurement programs are opening, which prime contractors are losing confidence in their existing suppliers, and which specific capability gaps remain unfilled after decades of legacy program delays. A founder developing microreactors for military deployment knows the regulatory pathway through the Department of Energy's Reactor Pilot Program, the timeline for HALEU fuel availability, and the specific thermal requirements of forward-deployed data centers. None of this appears in a Morgan Stanley research note.

The result is that the most consequential investment opportunities of the current cycle are being originated by people who understand the technical landscape, sourced through direct founder relationships, and closed before the broader market develops a consensus view. Point72 Ventures, an active defense tech investor, observed that much of the sector's legacy industrial base was designed for an era of six-to-eight-year timelines and hardware-first thinking. The startups displacing that base operate on fundamentally different assumptions. Understanding those assumptions requires proximity to the founders making them.

The infrastructure gap

This is precisely where the operational data from earlier in this series intersects with the investment thesis. Goldman Sachs found that the typical family office investment team consists of fewer than five people. BlackRock's 2025 survey revealed that 63 percent of family offices acknowledge gaps in deal sourcing, 75 percent in private-market analytics, and 57 percent in reporting. These are not abstract deficiencies. They are structural barriers to accessing the categories producing the highest-conviction returns.

A four-person team cannot simultaneously manage an existing portfolio, evaluate conventional fund commitments, and develop the technical fluency required to originate direct investments in autonomous systems, advanced nuclear, or AI infrastructure. The bandwidth constraint is absolute. And the consequence is predictable: family offices that lack dedicated sourcing infrastructure default to the deals that come to them through banks, conferences, and GP relationships. Those deals are, almost by definition, the ones that have already been widely distributed.

The BNY Wealth survey found that 64 percent of family offices plan to make six or more direct investments in the coming year, and that alignment of interests saw a 52 percent year-over-year increase as a priority consideration. The intention is there. What is missing, for most, is the infrastructure to act on it in the sectors where it matters most.

Proximity as an investment function

The most significant implication of this asymmetry is organizational, not financial. The offices that captured early positions in defense tech and hard tech did so not because they had better financial models but because they had better networks. They treated founder relationships as an intelligence-gathering function. They attended the right working groups, hired analysts with technical backgrounds, and positioned themselves as capital sources that understood what the founders were building before the pitch deck existed.

A founder who recently chose a European family office as lead investor over a tier-one venture firm put it simply in an interview with CNBC: "Stop caring about the name of your investor. If things go wrong, you want someone that's going to spend time with you as opposed to just saying, I'm going to write off this company and focus on the next big one."

That preference is a structural advantage for family offices willing to do the work. Patient capital, long time horizons, no quarterly redemption pressure, and the ability to hold assets over multiple generations: these are precisely the attributes that deep-tech founders need in their cap tables. Goldman Sachs' Meena Flynn noted that family offices have the ability to invest in assets they can hold over multiple generations without worrying about an exit. The alignment is natural. What is unnatural is the distance that currently separates the capital from the opportunity.

The Q2 thesis continues

This article is the second in a Q2 series on conviction capital. The first examined the structural shift from spray-and-pray allocation to concentrated, thesis-driven investing. This piece argues that conviction is necessary but insufficient. Without the sourcing infrastructure, technical fluency, and founder relationships to access non-consensus opportunities before they become consensus, conviction capital will continue to arrive late and pay full price.

The offices getting this right treat deal origination as a first-order operational function, not a byproduct of conference attendance. They are investing in the capabilities that close the 63 percent deal-sourcing gap identified by BlackRock. And they are doing so at a moment when the sectors generating the most asymmetric returns require the most specialized access.

The frontier is not a metaphor. It is a specific set of technologies, a specific set of founders, and a specific set of relationships. The allocators who are proximate to that frontier will capture the next decade of compounding value. The rest will read about it in a research note, two or three funding rounds too late.

This is the seventh installment of The Prominent Blog, a biweekly series on the convergence of capital strategy and operational technology in the family office sector.

Sources and verification notes:

All statistics cited in this article are drawn from identified, published sources:

• Stockholm International Peace Research Institute (SIPRI), Trends in World Military Expenditure, 2024 (published April 28, 2025): Global military expenditure reached $2.718 trillion in 2024, a 9.4% year-over-year increase, the steepest since the end of the Cold War. Spending increased in all five geographic regions. 18 of 32 NATO members met or exceeded the 2% of GDP guideline. Germany's military spending rose 28%, making it the largest spender in Central and Western Europe for the first time since reunification. Confirmed via SIPRI Fact Sheet, SIPRI press release, CNN (Apr 30, 2025), France24 (Apr 28, 2025).

• PitchBook 2025 Vertical Snapshot: Defense Tech (August 2025): VC defense tech deal value reached $49.1 billion in 2025, nearly doubling from $27.2 billion in 2024. Median VC defense tech valuation in 2025 was $146 million, up from $42.8 million in 2024. Number of firms actively investing in defense tech rose 41%. Confirmed via PitchBook reports, Defense News (Jan 20, 2026), Tectonic Defense (Dec 23, 2025).

• CB Insights: Equity funding for defense tech startups more than doubled to $17.9 billion in 2025 from $7.3 billion in 2024. Defense tech outpaced overall equity funding growth (47%). Confirmed via Defense News (Jan 20, 2026).

• Crunchbase: VC-backed defense startups (military, national security, law enforcement) raised $7.7 billion across ~100 deals in 2025, more than double 2024's $3.2 billion. In 2024, $3 billion across 102 deals, an 11% uptick from 2023. Confirmed via Crunchbase News (Nov 26, 2025; Mar 26, 2025).

• Anduril Industries funding history: Seed round $17.5 million (August 2017); Series A $41 million at ~$250 million valuation (June 2018); Series B at ~$1 billion valuation (2019); Series G $2.5 billion led by Founders Fund at $30.5 billion valuation (June 2025); revenue doubled to $1 billion in 2024. Confirmed via TechCrunch (Jun 5, 2025), CNBC (Jun 5, 2025), Fortune (Jun 6, 2025), Forge Global, Contrary Research, Sacra.

• Porsche Automobil Holding SE: Announced defense investment platform and "Defense Day" (August 2025); event held November 5, 2025 for German and European family offices. Approximately half a billion euros in venture capital targeted; Deutsche Telekom also set to participate. Existing dual-use investments include Isar Aerospace and Quantum Systems. Confirmed via Porsche SE press releases (Aug 13, 2025; Nov 11, 2025), Heise Online, Pensions & Investments (Aug 13, 2025), Jalopnik (Aug 15, 2025).

• Family office deep tech investments: Eric Schmidt, Stanley Druckenmiller, Laurene Powell Jobs, and Bill Gates (Gates Frontier) participated in $863 million Series B2 for Commonwealth Fusion Systems (August 2025); Barry Sternlicht's Jaws Ventures joined $50 million round for Zeno Power (May 2025); Jeff Bezos' family office backed Atlas Data Storage ($155 million seed) and FieldAI ($314 million). Confirmed via CNBC Inside Wealth (Jun 5, 2025; Sep 4, 2025).

• Goldman Sachs 2025 Family Office Investment Insights ("Adapting to the Terrain"): 245 institutional family offices; investment teams typically fewer than five people; 86% invest in AI; 58% plan to overweight technology. Meena Flynn quote on holding assets "over multiple generations." Confirmed via Goldman Sachs press release (Sep 10, 2025), Goldman Sachs article (Oct 15, 2025), CNBC (Sep 11, 2025).

• BlackRock 2025 Global Family Office Survey: 175 single-family offices; 63% acknowledge gaps in deal sourcing; 75% in private-market analytics; 57% in reporting. Confirmed via BlackRock press release (Jun 2025), BusinessWire, Nasdaq.

• BNY Wealth 2025 Investment Insights: 282 SFOs; 64% plan 6+ direct investments (10% increase); 52% YoY increase citing alignment of interests as crucial. Confirmed via BNY report, Family Wealth Report (Nov 17, 2025).

• Point72 Ventures on defense sector legacy industrial base and six-to-eight-year timelines. Confirmed via Crunchbase News (Nov 26, 2025).

• Founder quote ("stop caring about the name of your investor"): Benkirane, founder of Spore.Bio, on choosing Smedvig Ventures (family office) over tier-one VC. Confirmed via CNBC Inside Wealth (Mar 7, 2025).

• EU defense spending target: Up to 800 billion euros by 2030. U.S. defense budget approaching $1 trillion. Confirmed via PitchBook, Techloy (Dec 4, 2025), SIPRI.

The End of Spray and Pray

Family office deal volume just hit a decade low. That's the best news in private markets.

Consider a composite that will feel familiar to anyone who has reviewed a family office portfolio in the past three years. A single-family office, call it a billion-dollar operation in the American Southeast, describes its portfolio construction as "disciplined diversification." In practice, that means thirty-odd venture commitments across four fund vintages, a dozen co-investments sourced from conference introductions, and a handful of direct positions the principal found through personal networks. The portfolio is broad. It is also unmanageable. Capital calls arrive unpredictably. Reporting from GPs varies in quality and timing. Several of the venture funds have marked up positions that will never produce distributions. When the exit window closes, the consequences of breadth without conviction become impossible to ignore.

Now look at the data. In the second half of 2021, family offices completed 2,871 fund investments worth a combined $217.9 billion. In the first half of 2025, according to PwC's Global Family Office Deals Study, they completed 186. The dollar value fell to $25.5 billion. Venture capital deal volume dropped nearly 20 percent in the most recent twelve-month period. And yet, over that same span, the total value of family office venture investments rose almost 40 percent.

The hypothetical office described above is becoming extinct. What is replacing it looks nothing like "disciplined diversification." It looks like conviction.

The signal in the silence

Those numbers come from PwC's Global Family Office Deals Study, published in late 2025, which tracked more than 20,000 family offices over a full decade. The collapse in fund investment volume is the headline, but the subtext is more revealing.

The decline in volume has coincided with an increase in deal size. PwC found that the share of medium-sized transactions ($25 million to $100 million) and large deals ($100 million to $500 million) reached multi-year highs. Fewer checks, but larger ones. Less coverage, but deeper conviction.

As PwC's analysts put it in their summary: family offices are prioritizing quality over quantity, concentrating resources where deep expertise and active engagement promise greater value.

What replaced the old model

The spray-and-pray era in family office venture investing was a product of specific conditions: near-zero interest rates that made capital cheap and opportunity costs invisible, a fundraising environment where access to "hot" funds felt like alpha in itself, and a generation of family office CIOs who had come of age in an era when private market allocations were still relatively novel. The logic was seductive. Write enough small checks and the power law will do the work.

Higher rates ended that logic. When capital has a real cost, every commitment needs to justify itself against a risk-free alternative that actually pays something. The offices adapting fastest have converged on a set of strategies that look nothing like the generalist playbooks of 2019 through 2021.

The first is direct investing at scale. Seventy percent of family offices are now engaged in direct investing, according to Citi's 2025 Global Family Office Report. BNY Wealth's 2025 study of 282 single-family offices found that nearly two-thirds expect to make six or more direct investments in the coming year, a 10 percent increase from those reporting having done so in the prior twelve months. The preference is no longer for early-stage moonshots. Growth-stage companies, specifically Series C and D rounds, command the strongest interest at 52 percent of respondents, reflecting a pragmatic calculation: enough traction to evaluate, enough upside to justify the concentration.

The second is the club deal. PwC found that 69 percent of family office transactions in the first half of 2025 were structured as club deals, investments made alongside trusted co-investors who share sector expertise and due diligence costs. The model allows offices with lean teams (Goldman Sachs reports that the typical family office investment team has fewer than five people) to access deal flow and operational insight that would be impossible to build internally. It also creates natural accountability. When three families are underwriting the same thesis, the discipline tends to be sharper than when a single office is writing a check based on a pitch deck and a warm introduction.

The third is secondaries, and this may be the most telling shift of all.

The patient capital advantage

Goldman Sachs' 2025 Family Office Investment Insights report, surveying 245 institutional family offices globally, found that 72 percent now invest in secondaries, up from 60 percent just two years earlier. The average discount across the secondary market has widened to 26 percent, compared with 17 percent in 2023. Endowments and foundations, pressed for liquidity, are selling. Pension funds with near-term obligations are selling. Family offices, with no outside investors and no quarterly redemption pressure, are buying.

This is the structural advantage of patient capital made visible. When other institutional investors are forced to divest quality assets at a discount because their own liquidity needs have changed, family offices can step in precisely because they answer to no one but the family. They bypass the J-curve. They acquire positions in mature, cash-flowing portfolio companies at prices that reflect the seller's distress, not the asset's value. And they can hold those positions across generations if necessary.

The secondaries surge is not a tactical trade. It is a philosophical statement about what family capital is for. As Goldman's Meena Lakdawala-Flynn observed, family offices possess the ability to invest in assets they can hold over multiple generations without worrying about an exit. That capacity, once seen as a quirk of the family office model, has become its defining competitive edge in a market where liquidity is scarce and exits are slow.

The private credit opening

A parallel shift is occurring in private credit. Goldman Sachs found that the proportion of family offices with zero exposure to private credit fell from 36 percent in 2023 to 26 percent in 2025. The average allocation rose from 3 percent to 4 percent, a 33 percent increase off the base. Direct lending yields of 8 to 9 percent, combined with senior positions in the capital structure and floating-rate instruments, have made private credit an increasingly natural fit for family offices seeking yield without the illiquidity risk of traditional private equity.

The appeal is structural, not cyclical. Private credit allows family offices to earn attractive risk-adjusted returns while maintaining a position higher in the capital stack than equity investments. In a rate environment where the old venture model of "invest and pray for an exit" carries real opportunity cost, the certainty of contractual cash flows has become a powerful draw.

BlackRock's 2025 Global Family Office Survey reinforced this trajectory: 32 percent of respondents intend to increase private credit allocations over the next year or two, the highest figure for any alternative asset class. Infrastructure is close behind at 30 percent, with three-quarters of family offices expressing a positive outlook for the asset class.

Alignment as the new currency

What connects direct investing, club deals, secondaries, and private credit is a single underlying principle: alignment of interests. BNY Wealth's 2025 study documented a 52 percent year-over-year increase in family offices citing alignment of interests as a crucial consideration in investment decisions. The number captures something that spreadsheets and IRR projections cannot: a growing refusal among family investors to place capital where they cannot see, influence, or understand the outcome.

This is the deepest break with the spray-and-pray era. The old model treated allocation as a statistical exercise. Write enough checks, maintain enough diversification, and the portfolio will converge toward some acceptable return. The new model treats every investment as a relationship that requires ongoing attention, operational involvement, and a shared sense of purpose between the family and the enterprise.

The shift has consequences for how deals get sourced. Conference-driven deal flow, where a principal meets a founder at an industry event and writes a check based on chemistry and a slide deck, is giving way to thesis-driven origination. Offices are building sector maps, identifying the specific problems they want to back, and then searching for the teams best positioned to solve them. The family's operating experience and industry networks become sourcing advantages rather than incidental background.

Goldman Sachs' data confirms that family offices continue to favor sectors with strong secular growth and business models that can transcend economic cycles. Technology remains the dominant conviction bet: 58 percent of surveyed offices expect to be overweight technology in the next twelve months. Eighty-six percent are invested in AI in some capacity. But the sophistication of the approach has evolved. These are no longer passive allocations to broad thematic funds. They are concentrated positions in specific companies where the family has an informational or relational edge.

What conviction demands

There is a tension in this story, and it connects directly to the operational argument this series has been building since January.

Conviction investing requires infrastructure that most family offices have not built. When an office writes thirty venture checks through fund vehicles, the GP handles reporting, valuation, capital call administration, and portfolio monitoring. When that same office makes six direct investments, structures three club deals, and manages a portfolio of secondary positions, it needs internal capabilities that look more like a small asset manager than a family's back office.

BlackRock's survey quantified the gap: 75 percent of family offices acknowledge shortfalls in private-market analytics, 63 percent in deal sourcing, and 57 percent in reporting. The very strategy these offices are pursuing, concentrated, direct, thesis-driven investment, is the strategy that places the greatest demands on operational technology, data aggregation, and reporting infrastructure.

This is the bridge between the operational thesis of Q1 and the capital deployment story of Q2. The Great Asymmetry is not just a back-office problem. It is an investment problem. An office that lacks the analytical infrastructure to monitor a concentrated portfolio of direct positions is not just operationally deficient. It is underwriting risk it cannot see.

The offices that have invested in their technology stack, built real-time reporting capabilities, and professionalized their operational infrastructure are the same offices that can afford to pursue conviction strategies with confidence. The 87 percent satisfaction rate that Deloitte documented among moderate and extensive technology adopters is not a coincidence. Those offices are not satisfied because they have better software. They are satisfied because the software enables the investment strategy they actually want to execute.

The Q2 thesis

For the past five articles, The Prominent Blog has explored the gap between how family offices invest and how they operate. We have examined the spreadsheet dependency, the cybersecurity exposure, the AI adoption paradox, and the technology stack that nobody audits. Those articles described a problem.

Starting now, this series turns to the opportunity.

The shift from spray-and-pray to conviction capital is the most consequential change in family office investing since the asset class went mainstream. It rewards the qualities that family offices possess in abundance: patience, sector expertise, long time horizons, and freedom from external mandates. It also demands operational capabilities that many offices still lack: real-time portfolio analytics, integrated reporting across public and private holdings, capital call planning, and the kind of data infrastructure that makes concentrated risk manageable rather than opaque.

The offices that close this gap will not just produce better returns. They will define a new model for what private capital can accomplish when conviction and capability are finally aligned.

This is the sixth installment of The Prominent Blog, a biweekly series on the convergence of capital strategy and operational technology in the family office sector.

Sources and verification notes:

All statistics cited in this article are drawn from identified, published sources:

• Goldman Sachs 2025 Family Office Investment Insights, "Adapting to the Terrain": 245 institutional family offices surveyed globally; 67% with net worth of at least $1B; published September 2025. 72% invest in secondaries (up from 60% in 2023); average secondary market discount 26% vs. 17% in 2023; private credit zero-exposure rate fell from 36% to 26%; direct lending yields 8-9%; 58% expect to overweight technology; 86% invested in AI; investment teams typically fewer than 5 people; 39% plan to increase PE allocations; 34% plan to reduce cash. Confirmed via Goldman Sachs press release (Sep 10, 2025), CNBC (Sep 11, 2025), Crain Currency (Oct 17, 2025), Worth (Oct 2, 2025).

• BNY Wealth 2025 Investment Insights for Single Family Offices: 282 SFO respondents; collaborative effort with Harris Poll; published June 2025. 64% expect to make 6+ direct investments in coming year (10% increase from prior year); 52% YoY increase in offices citing alignment of interests as crucial; growth-stage companies (Series C/D) preferred at 52%. Confirmed via BNY report PDF, Family Wealth Report (Nov 17, 2025), WealthBriefing.

• Citi 2025 Global Family Office Report: 70% of family offices now engaged in direct investing. Confirmed via Family Wealth Report panel coverage (Nov 17, 2025).

• PwC Global Family Office Deals Study 2025: 20,000+ family offices tracked globally; acquisitions, disposals and fundraisings July 2015 through June 2025. Deal volume in H1 2025 at decade low; fund investments peaked at 2,871 in H2 2021, fell to 186 in H1 2025; aggregate fund deal value peaked at $217.9B, fell to $25.5B; 69% of transactions structured as club deals; VC volume down ~20% yet value up ~40%; medium and large deal share at multi-year highs. Confirmed via PwC primary site, PwC Ireland, Fortune (Apr 11, 2025), Family Wealth Report, MrFamilyOffice.

• BlackRock 2025 Global Family Office Survey: 32% intend to increase private credit allocations (highest for any alternative); 30% intend to increase infrastructure; 75% positive outlook on infrastructure; 75% acknowledge gaps in private-market analytics; 63% in deal sourcing; 57% in reporting. Confirmed via BlackRock press release (2025).

• Previously verified in this series: Deloitte 2024 satisfaction data, 87% among moderate/extensive tech adopters vs. 66% among low adopters (Article 5).

The Stack Nobody Audits

Family offices subject every portfolio position to quarterly review. The technology running the entire institution hasn't been examined in years.

Consider what a well-run family office does to its investment portfolio. Every quarter, the CIO or investment committee sits down to review asset allocation, stress-test exposure to rate movements and geopolitical risk, rebalance positions that have drifted from targets, and evaluate whether each manager is still earning their fees. The process is rigorous, documented, and recurring. It has to be. The portfolio is the institution's reason for existing.

Now consider what the same office does to the technology infrastructure that supports everything else: the software that aggregates data from six custodians, the communication tools that carry confidential family information, the spreadsheets that reconcile private equity valuations, the reporting systems that turn raw numbers into the documents the principal actually reads. In most family offices, the answer is: nothing. There is no quarterly review. There is no stress test. There is no rebalancing. The technology was selected at some point, by someone, for reasons that may or may not still apply, and it has been running on institutional inertia ever since.

This is the blind spot at the center of family office governance, and the data in 2025 and 2026 has made it impossible to treat as a minor oversight.

The seventy-two percent problem

Deloitte's 2024 Digital Transformation report, surveying 354 single family offices with an average AUM of $2 billion, found that nearly three-quarters, 72 percent, admit they are either underinvested or only moderately invested in the operational technology needed to run a modern business. Within that number, 34 percent described themselves as underinvested outright, while 38 percent characterized their investment as merely moderate. One in five, 17 percent, went further, identifying inadequate technology investment as a core risk to the family office itself.

These are extraordinary admissions from institutions that pride themselves on risk management. A family office that identified a 72 percent probability of underperformance in an asset class would act immediately. A 17 percent chance that a portfolio position posed existential risk would trigger an emergency review. Yet the same offices absorb these numbers about their own infrastructure and continue operating as before.

RSM's 2024 Family Office Operational Excellence survey, covering 100 leading family offices in the U.S. and Canada, found that 62 percent of single family office respondents agree that delivering best-in-class technology in-house is a challenge. That number alone should prompt a question: if nearly two-thirds of offices acknowledge they cannot build adequate technology internally, what are they doing instead? The answer, for many, is improvising.

The anatomy of a typical stack

The Deloitte survey provides a useful map of what family offices actually use. Cloud-based applications and services lead at 87 percent adoption, followed by virtual meeting tools at 82 percent and mobile communication apps at 71 percent. Identity and access management systems, which safeguard data and systems, are used by 61 percent. On the surface, this looks like a modern operation. The picture changes when you examine where the technology is being applied.

Family offices' top priority for technology is security and risk control, with 65 percent reporting moderate to extensive adoption. Investment operations follow at 49 percent. Investment analytics at 47 percent. Tax and wealth planning drops to 35 percent. Client management activities sit at 28 percent.

The pattern is clear: technology adoption is concentrated where the investment committee can see it and thins dramatically as you move toward the operational core. Over half of family offices, 55 percent, use data analytics for their investments. Only 42 percent apply the same tools to their operations. The front office gets the instruments. The back office gets the spreadsheet.

And spreadsheets persist. The Campden Wealth and AlTi Tiedemann Family Office Operational Excellence Report 2025, surveying 146 family offices across North America, Europe, and Asia, found that 42 percent of respondents cited excessive reliance on spreadsheets as an operational challenge, while 33 percent highlighted manual aggregation of financial data as a major friction point. RBC and Campden Wealth's 2025 North America report confirmed the pattern: when asked about operational risks, family offices most frequently cited manual processes and over-reliance on spreadsheets.

This is worth pausing on. The industry's own participants, when asked to name what puts their operations at risk, point to the tools they use every day.

What the offices that invested discovered

Deloitte's survey contains a data point that deserves more attention than it has received. Family offices that describe themselves as moderate or extensive users of new technology report an 87 percent satisfaction rate with their systems. Those that describe themselves as low-level adopters report 66 percent satisfaction. That 21-point gap is significant because it suggests the problem is self-reinforcing: offices that underinvest in technology are measurably less satisfied with their operations, yet the dissatisfaction itself rarely triggers a technology review. The frustration gets absorbed into the culture. People work around the limitations. The quarterly reporting cycle, the manual reconciliation, the three-day data retrieval exercise described in Article 4 of this series: these become accepted costs rather than symptoms of an infrastructure failure.

The offices that did invest report specific, quantifiable gains. Technology that enhances controls and privacy was the most commonly cited source of value, noted by 38 percent. Scalability and flexibility followed at 30 percent, as did improved efficiency and cost reduction, also at 30 percent. Better employee experience came in at 29 percent, and enhanced services to family members at 25 percent.

None of these benefits are surprising. What is surprising is that 72 percent of offices have not yet pursued them.

The inflection point

There are signs that the industry is beginning to move. Simple's 2025 Family Office Software and Technology Report, drawn from more than 11,000 platform users and interviews with nearly 40 vendors, found that spreadsheet reliance among new family office prospects has fallen sharply. Where more than half of new prospects once relied on spreadsheets as their primary reporting tool, the figure has dropped to between zero and 25 percent. Investment-led teams remain higher, at around 50 percent, but the direction is unmistakable.

RBC and Campden Wealth's 2025 report reinforces the trend. Sixty-nine percent of North American family offices have now adopted automated investment reporting systems, up from 46 percent the prior year. Generative AI adoption for investment reporting has risen from 11 percent in 2024 to 29 percent in 2025, with another 63 percent expressing interest. Thirty percent now use generative AI for research.

The vendor landscape has responded accordingly. Simple's report found that 92 percent of family office technology vendors now use AI in their platforms, with half embedding it directly in reporting, reconciliation, and onboarding workflows. The sector has organized into more than a dozen distinct product categories, covering everything from portfolio management and accounting to governance workflows and entity management. Buyers have become more sophisticated: 65 percent now use structured procurement processes with formal evaluation committees, often led by next-generation leaders or heads of operations rather than principals making ad hoc decisions.

The market, in other words, has matured faster than most family offices' internal processes for evaluating it.

What an audit would actually look like

The argument here is straightforward. If a family office subjects its investment portfolio to quarterly governance because the stakes are too high for neglect, the technology infrastructure that processes, protects, and presents every piece of investment data deserves the same discipline.

A technology audit for a family office is not a vendor evaluation. It is a governance exercise. It asks a different set of questions.

First, what is the office actually running? Most family offices have never produced a complete inventory of the software, platforms, integrations, and manual processes that constitute their operational infrastructure. The stack grows organically: a portfolio management system chosen five years ago, a separate accounting platform, a CRM that no one fully adopted, file-sharing through a mix of email and cloud storage, and spreadsheets filling every gap between them. The first step is simply documenting what exists.

Second, where is data being created, stored, and moved? Data flows in a family office are often invisible until something breaks. Statements arrive from custodians. Numbers are entered into spreadsheets. Reports are assembled manually. PDFs are emailed to principals. At each handoff, there is an opportunity for error, delay, or security exposure. Mapping these flows reveals where the institution is most vulnerable and most inefficient.

Third, what is the cost of the current configuration? This means the human cost as much as the financial one. How many hours per month does the team spend on manual data aggregation? How long does it take to produce a quarterly report? How many reconciliation errors require rework? These numbers exist in every family office; they are simply never collected.

Fourth, does the stack match the institution's risk tolerance? A family office that invests 86 percent of its portfolio with an AI thesis, that holds cybersecurity as a top concern, and that manages sensitive multigenerational family data should have technology infrastructure that reflects those priorities. If the answer to any of these alignment questions is no, the audit has already justified itself.

The Q1 thesis, completed

This is the fifth and final article in the opening quarter of The Prominent Dispatch, and it arrives at what should be the simplest conclusion of the series. Over the past four installments, we have documented the Great Asymmetry between how family offices invest and how they operate. We have quantified the 75 percent of analytical capacity lost to manual data work. We have examined the cybersecurity vulnerabilities that accompany outdated infrastructure. We have explored the paradox of funding AI externally while refusing to deploy it internally.

Each of these problems has a common root: nobody is looking at the infrastructure. The investment portfolio has a governance framework. The technology stack does not. Until it does, the asymmetry will persist, because you cannot fix what you have never examined.

Seventy-two percent of family offices acknowledge they are underinvested in operational technology. Forty-two percent still cite spreadsheet dependence as an operational risk. Sixty-two percent admit they cannot deliver adequate technology on their own. The evidence is not ambiguous. The question is whether the institution treats it with the same seriousness it brings to every other form of risk it manages.

The audit is the starting point. Everything else follows from it.

This is the fifth installment of The Prominent Dispatch, a biweekly series on the convergence of capital strategy and operational technology in the family office sector.

Sources and verification notes:

All statistics cited in this article are drawn from identified, published sources:

• Deloitte Private, Family Office Insights Series: "Digital Transformation of Family Office Operations" (2024): 354 SFOs surveyed globally plus 40 in-depth interviews; avg AUM $2.0B; avg family wealth $3.8B. 72% underinvested (34%) or only moderately invested (38%) in operational technology; 17% identify inadequate tech investment as a core risk; 43% developing/rolling out technology strategy. Technology adoption by function: security/risk control 65%, investment operations 49%, investments 47%, tax/wealth planning 35%, client management 28%. Technology types: cloud-based apps 87%, virtual meetings 82%, mobile comms 71%, identity/access management 61%. Data analytics: 55% for investments, 42% for operations. Satisfaction: 87% among moderate/extensive tech users vs. 66% among low adopters. Value from technology: controls/privacy 38%, scalability 30%, efficiency/cost reduction 30%, employee experience 29%, family member services 25%. 12% using AI operationally. Confirmed across Deloitte Global, Deloitte UK, Deloitte Australia, FundCount, Family Wealth Report, and TechNode Global.

• RSM 2024 Family Office Operational Excellence Survey: 100 leading FOs in U.S. and Canada; data collected Aug 14-22, 2023 via GLG; minimum $150M AUM. 62% of SFO respondents find delivering best-in-class technology in-house challenging; 83% identify cyberattacks/data breaches as biggest operational risk; 97% leveraged external service providers; 70% of midsize offices struggle to attract IT talent; average FO has 14.4 employees. Confirmed via RSM press release (Feb 29, 2024), Institutional Investor, Freelandt Caldwell Reilly summary.

• Campden Wealth and AlTi Tiedemann, Family Office Operational Excellence Report 2025: 146 family offices surveyed (82 North America, 42 Europe, 22 Asia); survey conducted Nov 2024-Mar 2025. 42% cite excessive spreadsheet reliance; 33% cite manual data aggregation as major challenge. Confirmed via Campden Wealth website and AlTi Global press release. Note: the "42% spreadsheet" figure from the 2025 Operational Excellence Report aligns with but is distinct from the ~40% figure in earlier Campden annual reports.

• RBC and Campden Wealth, North America Family Office Report 2025: 141 North American FOs (of 317 global respondents); survey conducted Apr-Aug 2025; avg wealth $2.0B. Manual processes and spreadsheet reliance cited as top operational risks; 69% adopted automated investment reporting (up from 46% prior year); 29% use generative AI for investment reporting (up from 11%); 30% use generative AI for research. Confirmed via Campden Wealth press release (October 2025).

• Simple 2025 Family Office Software & Technology Report: 11,000+ platform users, ~40 vendors surveyed/interviewed. 92% of vendors now use AI, with half embedding it in reporting, reconciliation, and onboarding; spreadsheet reliance among new prospects fallen to 0-25% (down from >50%); investment-led teams still ~50% spreadsheet usage; "trust" was most common word in 2025 submissions; 65% of buyers use structured procurement processes; onboarding cited as biggest overlooked risk by nearly half of vendors. Published November 2025.

• Previously verified in this series: APQC 75/25 ratio (Article 2); IBM Cost of Data Breach $4.88M/$6.08M (Article 3); Goldman Sachs 86% invest in AI (Article 4); Citi/BlackRock/Deloitte internal AI adoption rates (Article 4).

Everyone's Thesis but Their Own

Family offices have made artificial intelligence their highest-conviction investment. They just won't use it.

There is an investor, a composite drawn from three major surveys published in the past twelve months, who has committed a meaningful portion of a multi-billion-dollar portfolio to companies building artificial intelligence. She has exposure through public equities, through venture allocations to frontier AI labs, and through a co-investment in a semiconductor company designing the chips that will power the next generation of large language models. She ranks AI as her top conviction theme for the next five years. She has told Goldman Sachs as much.

She has also spent the last three weeks trying to get her family office's Q4 report finished. The process involves downloading statements from six custodians, reconciling them in Excel, and manually building a PDF that her principal will skim for twelve minutes before asking a question that requires another three days of data retrieval to answer. She does this every quarter. She has been doing it for years.

Nobody in the office has suggested that the technology they are betting the portfolio on might also be useful for running the institution that manages it.

This is the adoption paradox, and in 2026, it has become the most revealing contradiction in the family office sector. The paradox is not new. What is new is that the data documenting it has finally become impossible to ignore.

The numbers that don't add up

Begin with what family offices believe. Goldman Sachs' 2025 Family Office Investment Insights report, drawn from 245 institutional family offices globally, found that 86 percent now invest in AI in some capacity. More than half, 51 percent, already use AI in their investment decision-making processes. A full 58 percent expect their portfolios to be overweight technology in the next twelve months. AI is not a speculative interest for this cohort. It is the consensus trade.

BNY Wealth's 2025 survey echoed the conviction: 83 percent of family offices rank artificial intelligence among their top five investment themes for the next five years. Bank of America's inaugural Family Office Study, surveying 335 decision-makers across North America, found that 57 percent have already utilized AI for investment research and strategy, with automation widely adopted for forecasting (76 percent), alternative investment analysis (74 percent), and portfolio modeling (73 percent).

Now set those numbers beside what family offices actually do inside their own walls.

The J.P. Morgan Private Bank's 2026 Global Family Office Report, surveying 333 single family offices across 30 countries with an average net worth of $1.6 billion, found that while 65 percent intend to prioritize AI, over 70 percent currently have zero investment in the digital infrastructure that would make any of it work. BlackRock's 2025 Global Family Office Report, covering 175 single family offices with average assets of $2 billion, was more direct: only one in three family offices currently use AI internally. Citi Private Bank's 2024 Global Family Office Survey reported that more than 53 percent of family offices globally have invested in generative AI, yet fewer than 15 percent report using it for practical applications such as automation, forecasting, or reporting.

That gap, between 86 percent investing in AI as an asset class and roughly 15 to 33 percent deploying it as an operational tool, is not a minor inconsistency. It is a structural contradiction. These institutions have identified the technology that they believe will reshape the global economy, and they are funding it with extraordinary conviction. They are then walking past it every morning on the way to a spreadsheet.

The paradox, explained

The instinct is to attribute this to ignorance or inertia, but neither explanation survives contact with the evidence. Family office leaders are not unaware that AI exists as an operational tool. They are, by the surveys' own admission, already experimenting with it in investment analytics. The disconnect is more specific, and more interesting, than a simple failure to pay attention.

Four forces sustain the paradox.

The first is a categorical error in how family offices classify AI. In the investment committee, artificial intelligence is an asset class: a sector allocation, a thematic bet, a source of future returns. In the operations room, it is a technology purchase: a cost, a vendor relationship, a disruption to existing workflows. The same technology is evaluated under two entirely different frameworks within the same institution. In one room it is opportunity; in the other, overhead.

The second is the privacy instinct. Family offices exist, in part, to protect the most sensitive financial, legal, and personal information a family possesses. The idea of routing that information through a cloud-based AI platform, even one with enterprise-grade encryption, triggers a reflexive caution that is understandable, even if it is sometimes disproportionate. As one director put it in BlackRock's survey, the desire to adopt AI is there, but the clarity about how to do it safely is not. The fear centers on what happens when discretion meets the cloud.

The third is the lean team problem. The Goldman Sachs report notes that family office investment teams are typically made up of fewer than five individuals. When your entire operation runs on a handful of people, the switching cost of adopting any new system is measured in bandwidth, and bandwidth is the scarcest resource a family office has. The APQC ratio resurfaces here with new implications: if 75 percent of your team's time is already consumed by data gathering, nobody has the remaining hours to evaluate, implement, and learn a new technology platform. The operational drag does not merely waste time. It prevents the institution from investing in the very tools that would stop the waste.

The fourth, and perhaps most fundamental, is the absence of an internal champion. In a family office, the principal sets the investment thesis. The CIO executes it. But who owns the operational technology agenda? In many offices, the answer is nobody, or, more precisely, whoever happens to be most frustrated with the current process. There is no chief technology officer. There is no digital transformation mandate. There is a CFO or COO who also handles compliance, insurance, and facilities, and who does not have the time or the organizational authority to propose a systemic overhaul of how the institution processes information.

The cost of the contradiction

Articulating why the paradox persists is useful. Quantifying what it costs is more so.

Return to the staffing math. A family office employing five investment and operations professionals, the Goldman Sachs median, and losing 75 percent of their time to data administration is operating with the equivalent of 1.25 full-time analysts doing the work that justifies the office's existence. The other 3.75 person-equivalents are occupied with tasks that a properly deployed AI system could reduce by half or more. This is not speculation: it is what the offices that have already done it report. One family office quoted in BlackRock's report described replacing three days of monthly Excel work with a thirty-second automated script.

Three days per month is thirty-six days per year. For a single employee, that is roughly 15 percent of their total working time recovered. Applied across a five-person team, the gains are structural.

IBM's 2024 Cost of a Data Breach report found that organizations using AI and automation in their security operations saved an average of $2.2 million per breach compared to those that did not. In financial services, where the average breach cost is $6.08 million, more than 20 percent above the global mean, that savings is the difference between a survivable incident and an existential one.

And then there is the opportunity cost that never appears on any ledger. Every hour spent reconciling custodian statements is an hour not spent evaluating a co-investment. Every week consumed by quarterly report assembly is a week in which a market dislocation goes unexploited. McKinsey found that 41 percent of CFOs report that a quarter or less of their processes are currently digitized or automated. In family offices, where technology budgets are a fraction of institutional equivalents, the figure is almost certainly worse. The paradox is not just that family offices are not using AI internally. It is that the absence of AI internally is degrading the quality of the very investment decisions that AI as an asset class is supposed to enhance.

The investors who are most bullish on artificial intelligence's capacity to transform every industry are running the one institution they could transform tomorrow on a system that would embarrass a mid-market accounting firm.

The offices that moved

The story is not entirely static. RBC and Campden Wealth's 2025 report found that three times more family offices are leveraging AI to improve operations compared to the prior year. Bank of America's survey revealed that nine out of ten family offices believe AI could enhance investment returns, and half have already experimented with it in some capacity. Simple's 2025 Family Office Software & Technology Report noted that fewer than 25 percent of new prospects now rely on spreadsheets as their primary tool, a meaningful decline from the historical norm.

These are early signals rather than a transformation, but they suggest where the movement is coming from. The offices making progress share three characteristics.

They start with pain points, not platforms. The most successful early adopters are not attempting to overhaul their entire technology stack at once. They are identifying the single most time-consuming manual process, typically data aggregation or report generation, and automating that one workflow. Trust agreement summarization, where AI extracts key provisions from complex legal documents, has emerged as a particularly high-value, low-risk starting point that PwC has highlighted as a standout use case for family offices.

They appoint an internal owner. The offices that stall are the ones where AI adoption is everyone's interest and nobody's responsibility. The ones that succeed have designated a single individual, sometimes formally, sometimes informally, to coordinate AI evaluation, manage pilots, and translate results to principals. The role requires someone with enough institutional credibility to bridge the gap between the investment committee's enthusiasm and the operations team's skepticism, though it does not require a technologist.

They govern before they deploy. Privacy and security concerns are legitimate and should be taken seriously. The offices moving fastest are the ones that have established clear governance frameworks before deploying any AI tool: defining what data can and cannot be processed, who reviews AI-generated outputs, and how accountability is maintained. Governance is the precondition for adoption that endures.

The twelve-month window

There is a timing dimension to this paradox that sharpens the stakes. AI capabilities are not developing on a schedule that accommodates institutional deliberation. The technology available today is materially more powerful than what existed twelve months ago, and what will be available twelve months from now will make today's tools look primitive. Hyperscaler capital expenditure on AI infrastructure is forecast to exceed $600 billion in 2026, a 36 percent increase year over year. The models, the platforms, and the applications are coming whether family offices are ready for them or not.

The generational factor accelerates this further. Bank of America found that 87 percent of family offices have not yet been passed to the next generation, and 59 percent expect that transition within the next decade. JPMorgan Private Bank's research found that nearly 80 percent of ultra-high-net-worth principals already use AI in their personal lives, and 69 percent use it within their businesses. The next-generation leaders inheriting these institutions will not arrive asking whether AI should be adopted. They will arrive asking why it hasn't been.

The adoption paradox, in other words, has an expiration date. It will be resolved either by the offices that choose to close it deliberately, starting now, starting small, starting with governance, or by the generational turnover that will close it for them. The former is a strategic advantage. The latter is a scramble.

For an industry that prides itself on long-term thinking, the irony should be uncomfortable. The most patient capital in the world is being remarkably impatient about AI when it appears on a term sheet and remarkably patient about it when it could be running their operations. Everyone's thesis. Nobody's implementation.

The gap between conviction and conversion has never been wider, and the window to close it on your own terms has never been shorter.

This is the fourth installment of The Prominent Dispatch, a biweekly series on the convergence of capital strategy and operational technology in the family office sector.

Sources and verification notes:

All statistics cited in this article are drawn from identified, published sources:

• Goldman Sachs 2025 Family Office Investment Insights Report ("Adapting to the Terrain"): 245 institutional family offices surveyed globally (May–June 2025); 86% invest in AI; 51% use AI in investment processes; 58% expect to overweight technology in next 12 months; investment teams typically fewer than 5 individuals. Press release September 10, 2025; confirmed via Goldman Sachs, CNBC, MarketScreener, Worth.

• BNY Wealth 2025 Global Single Family Office Survey: 83% rank AI among top five conviction themes for next five years. Confirmed via BNY Wealth website (November 2025).

• Bank of America Family Office Study 2025 ("Perspectives on the Modern Family Office"): 335 decision-makers across North America surveyed (May–June 2025); 57% use AI for investment research and strategy; automation used for forecasting (76%), alternative investment analysis (74%), portfolio modeling (73%); 90% believe AI could enhance returns; 87% not yet transitioned to next generation; 59% expect generational handover within 10 years; nearly 1/3 experienced cyberattack. Press release November 12, 2025; confirmed via Bank of America, PR Newswire, Nasdaq, InvestmentNews, Morningstar.

• J.P. Morgan Private Bank 2026 Global Family Office Report: 333 SFOs, 30 countries, avg net worth $1.6B; 65% intend to prioritize AI; 70%+ have zero digital infrastructure investment. Confirmed via J.P. Morgan and MyFO Tech analysis (February 2026).

• J.P. Morgan Private Bank, "Stewardship & Purpose: Conversations with the World's Wealthiest Families" (2025 edition): Nearly 80% of UHNW principals use AI personally; 69% use AI within their businesses. Confirmed via Spear's (November 5, 2025), which references the report directly. Note: this is a separate publication from the 2026 Global Family Office Report.

• BlackRock 2025 Global Family Office Report: 175 SFOs, avg AUM $2B; only 1 in 3 use AI internally; 51% invest in AI beneficiary companies; 45% back AI infrastructure enablers; 34% use AI for investment analytics. Confirmed via Investment Officer, Aleta.io (September–October 2025).

• Citi Private Bank Global Family Office Survey 2024: 338 FOs surveyed (June–July 2024); 53% have built portfolio exposure to generative AI. Operational AI use at 12–13% per individual use case (automation 13%, presentations 13%, forecasting 12%); characterized as "fewer than 15%" by Crain Currency (March 2025) and WealthBriefing (2025). Primary survey confirmed via Citi Private Bank PDF and Caproasia summary.

• Deloitte Private, Family Office Insights Series: "Digital Transformation of Family Office Operations" (2024): 354 SFOs surveyed globally plus 40 in-depth interviews; 12% using AI-driven solutions operationally. Confirmed directly from Deloitte Global and Deloitte UK report pages, and Family Wealth Report coverage.

• Hyperscaler capex forecast: CreditSights projected ~$602B for top-5 hyperscalers in 2026, +36% YoY (November 2025 estimate). Confirmed by IEEE ComSoc Technology Blog (December 2025), CreditSights, MUFG Americas. Note: CreditSights revised estimate upward to ~$750B in February 2026 following Q4 2025 earnings calls; "$600B+" remains accurate as a conservative floor.

• RBC and Campden Wealth, North America Family Office Report 2025: 3x increase in AI adoption for operations YoY. Confirmed via Wealth Solutions Report (October 2025).

• Simple 2025 Family Office Software & Technology Report: 92% of platforms have live or developing AI capabilities; fewer than 25% of new prospects rely on spreadsheets as primary tool. Published November 2025.

• PwC Family Office panel at 11th Family Wealth Report Summit 2025: Trust agreement summarization identified as standout AI use case. Reported by Family Wealth Report.

• APQC via CFO.com: 75/25 ratio for FP&A time allocation (data gathering vs. value-added analysis). Previously verified in Article 2.

• IBM Cost of a Data Breach 2024: $4.88M global average; $6.08M financial services; AI/automation users saved avg $2.2M per breach. Previously verified in Article 3.

• McKinsey 2024: 41% of CFOs report 25% or less of processes digitized/automated. Previously verified in Article 2.

The Softest Target on Wall Street

On February 27, a ransomware group gave Pathstone Family Office seventy-two hours. It was not the first family office they came for. It will not be the last.

The message appeared on a dark web leak site on a Thursday. It was addressed to Pathstone Family Office, a wealth management firm serving high-net-worth families, and it was blunt. The extortion group ShinyHunters claimed to have stolen more than 641,000 records containing personally identifiable information and internal corporate documents. Pathstone had until March 2 to respond. If it didn't, the data would be published, followed by what the attackers described, with a kind of clinical menace, as "several annoying digital problems."

This was not an isolated incident. In the weeks prior, ShinyHunters had made similar claims against Mercer Advisors and Beacon Pointe Advisors — two of the highest-ranked registered investment advisory firms in the United States, managing approximately $92 billion and $62 billion in client assets, respectively. Beacon Pointe confirmed unauthorized network access between January 30 and February 1, 2026, disclosing that compromised information included Social Security numbers, driver's license numbers, and financial account details. ShinyHunters subsequently published what it claimed was stolen data from both firms on the dark web after its demands were not met.

The pattern is now unmistakable. In the first two months of 2026 alone, ShinyHunters — a group that Google's Mandiant threat intelligence team has confirmed is running an "active and ongoing" campaign — has targeted more than a dozen organizations through a consistent playbook: voice-phishing employees to steal single sign-on credentials, exfiltrating data, and then issuing public deadlines. Their victim list reads like a cross-section of the economy: Panera Bread, Harvard, Bumble, SoundCloud, Betterment, CarGurus. But the financial advisory sector has emerged as a particular focus. And for a reason that should concern every family office principal reading this: the wealth management industry combines extraordinarily sensitive data with, in many cases, extraordinarily thin defenses.

The numbers that should keep you awake

The Deloitte and Campden Wealth Family Office Cybersecurity Report, published in early 2025, surveyed family offices globally and produced findings that read less like a risk assessment and more like an open invitation. Forty-three percent of family offices had experienced a cyberattack in the preceding twelve to twenty-four months. Among those, a quarter had been attacked three or more times. The figures were worse for larger offices and for those based in North America: 57 percent of North American family offices reported an attack, and 62 percent of offices managing more than a billion dollars in assets had been targeted.

But the real story is not in the frequency of attacks. It is in the preparedness — or, more precisely, the absence of it.

Nearly one-third of family offices surveyed — 31 percent — had no cyber incident response plan at all. An additional 43 percent acknowledged that their plan "could be better." Only 26 percent claimed to have a robust plan in place. Sixty-three percent lacked cybersecurity insurance. Fifty percent had no disaster recovery plan. Sixty-eight percent had not adopted "know your vendor" protocols for their third-party service providers.

Strip away the percentages and what you find is this: the majority of single family offices managing multi-generational wealth — entities holding assets that in many cases rival small sovereign wealth funds — do not have a documented plan for what to do if a ransomware group calls.

Deloitte's follow-up research, published in January 2026, expanded the aperture to family businesses more broadly and found the picture no better. Nearly three-quarters — 74 percent — of family businesses globally had experienced at least one cyberattack in the past two years. Among those attacked, the damage was near-universal: 54 percent reported financial loss, 51 percent operational disruption, and 51 percent reputational harm. Only 4 percent reported no damage whatsoever.

Why family offices, and why now

The targeting of family offices is not random. It follows a cold, recognizable logic.

First, the data is extraordinarily valuable. A family office's systems contain not just financial records but the complete architecture of a family's private life: trust structures, estate plans, tax returns, real estate holdings, private investment agreements, personal communications, medical information, and — in many cases — the personally identifiable information of family members across multiple generations. For a criminal enterprise operating a double-extortion model — where the threat is not just encryption of systems but publication of stolen data — a family office offers leverage that few other targets can match. The reputational damage alone can be catastrophic. Unlike a public corporation, which can issue a press release and absorb a stock price hit, a family office's entire value proposition is discretion. Once that is compromised, the damage is structural.

Second, the defenses are often thin. Family offices are, by design, lean organizations. The Deloitte research found that most rely on basic first-line controls — strong passwords and multi-factor authentication at 85 percent, data backups at 72 percent — but far fewer have invested in the advanced protections that actually prevent sophisticated attacks. Only 34 percent conduct cybersecurity maturity assessments. Only 58 percent provide staff cybersecurity training. The result is an asymmetry that attackers understand well: high-value data behind low-cost walls.

Third, the attack surface has expanded. The ShinyHunters campaign is illustrative. The group does not exploit exotic zero-day vulnerabilities. It voice-phishes employees — calling them directly, sometimes using AI-cloned voices — to steal single sign-on credentials for platforms like Okta, Microsoft Entra, and Google Workspace. Once inside the SSO environment, a single compromised credential becomes, as one cybersecurity researcher put it, "a master key to downstream applications and data stores." In an era when even large enterprises struggle to defend against social engineering, a family office with six employees and no dedicated security team is at a severe structural disadvantage.

The cost of complacency

IBM's Cost of a Data Breach Report, published annually, provides the clearest benchmark for what these incidents actually cost. The 2024 edition found that the global average cost of a data breach reached $4.88 million — a 10 percent increase from the prior year and the largest single-year jump since the pandemic. For financial services firms specifically, the average was higher still: $6.08 million, some 22 percent above the global mean.

But these averages, derived primarily from large corporate breaches, may actually understate the impact on a family office. A public company can spread breach costs across a massive revenue base and recover customer trust through marketing and disclosure. A family office has neither the scale nor the appetite for public exposure. When Beacon Pointe disclosed its breach to the Massachusetts Office of Consumer Affairs, it reported that compromised data included Social Security numbers and financial account information. For a firm whose clients entrust it with their most private financial details, that disclosure represents something that no dollar figure fully captures.

The costs compound in less visible ways. Post-breach forensic investigations. Legal counsel across multiple jurisdictions. Regulatory notifications. Credit monitoring for affected individuals. Insurance claims — for the minority that have coverage. And then the long tail: the erosion of trust that makes existing clients reconsider the relationship and prospective clients look elsewhere. For a family office, where relationships are measured in decades and reputations are measured in generations, a single breach can permanently alter the institution's trajectory.

The governance failure behind the technical one

There is a temptation to treat cybersecurity as a technical problem — a matter of firewalls and penetration testing and software patches. It is not. Or rather, it is not only that.

The deeper failure exposed by the current wave of attacks is one of governance. In many family offices, cybersecurity does not have a seat at the governance table. It is not discussed at investment committee meetings. It is not part of the family constitution or the operational charter. It is delegated to whoever manages the IT — often a single person or an outsourced provider whose mandate is to keep systems running, not to anticipate threats.

This is the equivalent of building a vault to store a family's most valuable assets and then handing the keys to someone whose job description is "maintain the building." It is not that the person is incompetent. It is that they were never given the mandate, the budget, or the authority to do what the situation actually requires.

The shift that is needed is conceptual before it is technical. Cybersecurity in a family office must be treated as a governance function — equivalent in importance to investment policy, succession planning, and regulatory compliance. It belongs in the principal's direct line of sight, not three layers below it.

What acting on this actually means

For a family office that has not yet made this shift, the path forward is neither obscure nor prohibitively expensive. It begins with five steps, none of which require a seven-figure technology budget.

The first is an honest assessment. Engage a qualified cybersecurity firm to conduct a maturity assessment of the office's current posture. This is not an IT audit. It is a structured evaluation of people, processes, and technology against a recognized framework. The goal is not to produce a passing grade but to produce a clear picture of where the vulnerabilities actually are.

The second is an incident response plan — written, tested, and accessible. The Deloitte data is damning on this point: 31 percent of family offices have no plan at all. An incident response plan does not need to be complex, but it must answer specific questions: Who is called first? Who has authority to shut down systems? Who communicates with the family? Who communicates with regulators? How is evidence preserved? Who manages the relationship with law enforcement? Without a plan, the first hours of a breach — the hours that matter most — are consumed by confusion.

The third is cybersecurity insurance. Sixty-three percent of family offices lack it. The process of obtaining coverage is itself valuable: insurers require applicants to demonstrate baseline security controls, which forces the office to meet a minimum standard. The policy then provides financial backstop for the costs that even well-prepared organizations cannot fully prevent.

The fourth is vendor governance. Family offices depend heavily on third-party providers — custodians, fund administrators, legal counsel, IT service providers — each of whom has access to some portion of the family's sensitive information. The ShinyHunters campaign exploited SSO platforms precisely because they are shared infrastructure: one compromised provider can expose dozens of downstream clients. Knowing your vendor's security posture, and requiring contractual commitments to minimum standards, is not excessive diligence. It is basic prudence.

The fifth is training. Ninety-three percent of cyberattacks on family offices begin with phishing. The most advanced firewall in the world is irrelevant if a staff member clicks a malicious link or provides credentials to a voice-phishing call. Regular, scenario-based training — not a once-a-year compliance video — is the single most cost-effective defense available.

The question that matters

The Pathstone breach — alleged or confirmed, the distinction matters less than the signal — arrives at a moment when family offices can no longer treat cybersecurity as someone else's problem. The threat actors have identified the sector. They understand its vulnerabilities. They have demonstrated, repeatedly, that they will act on that understanding.

The question for every family office principal is not whether they are a target. The Deloitte data has answered that: 43 percent have already been hit, and the actual figure is almost certainly higher, given that many breaches go undetected. The question is whether, when the message appears on the dark web — addressed to their office, naming their firm, counting down from seventy-two hours — they will have done the work to respond.

The offices that have will navigate the crisis. It will be expensive, disruptive, and deeply unpleasant. But they will emerge with their data recoverable, their obligations met, and their reputation intact.

The ones that haven't will learn something that the families they serve already know: that the most consequential risks are not the ones you can see coming. They are the ones you chose not to prepare for.

This is the third installment of The Prominent Dispatch, a biweekly series on the convergence of capital strategy and operational technology in the family office sector.

Sources and verification notes:

All statistics and events cited in this article are drawn from identified, published sources:

• Pathstone Family Office ransomware claim: ShinyHunters claimed breach on Feb 27, 2026, threatening to release 641,000+ records by March 2. Reported by Cybernews, RedPacket Security, Undercode News, and tracked on Ransomware.live. As of publication, Pathstone has not publicly confirmed or denied the breach.

• Mercer Advisors and Beacon Pointe Advisors breaches: ShinyHunters claimed responsibility in mid-February 2026, alleging 5M records (Mercer) and 100K+ records (Beacon Pointe). Beacon Pointe confirmed unauthorized access Jan 30–Feb 1, 2026, disclosing SSN, driver's license, and financial account exposure to the Massachusetts Office of Consumer Affairs (Feb 20, 2026). ShinyHunters subsequently published claimed stolen data. Reported by Cybernews, FA Magazine, ClassAction.org, The Register.

• ShinyHunters campaign scope: Voice-phishing SSO credentials (Okta, Microsoft, Google). Mandiant (Google) confirmed campaign is "active and ongoing." Wikipedia entry documents 15+ victims in Jan–Feb 2026. Additional reporting from Malwarebytes, The Register, State of Surveillance.

• Deloitte/Campden Wealth Family Office Cybersecurity Report 2024: 43% of FOs experienced cyberattack in past 12–24 months; 25% hit 3+ times; 57% of North American FOs attacked; 62% of $1B+ AUM offices attacked; 31% lack incident response plan; 26% have "robust" plan; 63% lack cyber insurance; 50% lack disaster recovery plan; 93% of attacks begin with phishing; 85% use MFA; 58% provide staff training; 34% conduct maturity assessments. Published Jan 2025, Deloitte Global.

• Deloitte Family Business Cybersecurity 2026: 74% of family businesses experienced at least one cyberattack in past 2 years; 54% financial loss, 51% operational disruption, 51% reputational harm; only 4% reported no damage. Based on 1,587 family businesses across 35 countries. Published Jan 29, 2026.

• IBM Cost of a Data Breach Report 2024: Global average $4.88M (10% YoY increase); financial services average $6.08M (22% above global mean). Based on 604 organizations, 17 industries, 16 countries. Published by IBM/Ponemon Institute, July 2024.

The Seventy-Five Percent Problem

In the family offices that steward the world's greatest fortunes, three-quarters of every working hour is spent not on thinking, but on typing.

Somewhere right now, at a single family office managing north of a billion dollars in diversified assets, a financial analyst is doing something that would strike an outside observer as deeply strange. She is not modeling a co-investment opportunity. She is not stress-testing the portfolio's exposure to rising tariffs. She is not reviewing the due diligence package for a Series B in an AI infrastructure company. She is logging into a custodian portal, downloading a CSV, opening Excel, and copying numbers into a spreadsheet she built three years ago that nobody else fully understands.

She will do this five more times today — once for each banking relationship — and by the time the data is consolidated, reconciled, and formatted into something her principal can read, two full working days will have passed. The numbers will already be stale. And on Monday, she will begin again.

This is not a failure of talent. It is a failure of architecture. And according to research from APQC, published by CFO.com, it is disturbingly normal: the average financial planning and analysis professional spends 75 percent of their time gathering data and administering processes, leaving just 25 percent for the value-added analysis that actually drives decisions. That ratio, remarkably, has barely moved in a decade. Between 2010 and 2019, the split shifted from roughly 77/23 to 75/25 — a two-percentage-point improvement in nine years.

For family offices, where teams are small, mandates are complex, and every hour of analytical bandwidth has outsized consequences, the implications of that ratio are not merely inefficient. They are strategic.

The most expensive spreadsheet in finance

To understand why this matters, you need to understand how a family office actually operates day to day — not the investment committee meeting or the quarterly review, but the grinding, invisible labor that precedes them.

A typical single family office manages assets across multiple custodians, private banks, fund administrators, and direct investment vehicles. Campden Wealth surveys have found that 40 percent of family offices express concern about their excessive reliance on spreadsheets, while 38 percent continue to aggregate financial data manually. The routine looks the same almost everywhere: log into portal, download statement, normalize format, paste into master workbook, cross-reference against the previous period, flag discrepancies, chase down explanations, update formulas, generate report. Repeat for every account, every entity, every trust structure.

The average family office, according to UBS research, maintains relationships with more than five financial institutions. Each speaks a different data language. Some deliver monthly PDFs. Others offer downloadable CSVs with idiosyncratic column headers. A few have APIs, though rarely ones that talk to each other. Stitching these into a coherent picture of the family's total wealth is a task that falls somewhere between data engineering and detective work, and in most offices, it falls on one or two people who have built a bespoke spreadsheet architecture that lives in their heads.

The risks here are both mundane and existential. Research on spreadsheet error rates — most prominently the work of Professor Raymond Panko at the University of Hawaii, widely cited in auditing and finance literature — has found that approximately 88 percent of spreadsheets contain at least one error. In a corporate context, a formula mistake might cause an embarrassing restatement. In a family office managing complex, illiquid, multi-jurisdictional holdings, a spreadsheet error can misstate net worth, miscalculate a capital call, misrepresent tax exposure, or obscure a concentration risk that only becomes visible when it's too late to unwind.

The compounding cost of lost time

There is a useful thought experiment for any family office principal willing to perform it honestly. Take the total number of hours your investment and operations team works in a given quarter. Apply the APQC ratio: three-quarters of that time goes to gathering, reconciling, formatting, and administering data. Now calculate what that time costs — not in salary alone, but in opportunity.

What decisions were not made because the analyst was reconciling custodian statements? What co-investment was not evaluated because the due diligence team was building a quarterly report from scratch? What risk was not identified because the CIO's attention was consumed by a data discrepancy rather than a portfolio question?

A McKinsey survey of finance leaders found that 41 percent of CFOs report that 25 percent or less of their processes are currently digitized or automated. In family offices, where teams are leaner and technology budgets are often an afterthought, the figure is almost certainly worse. The J.P. Morgan 2026 Global Family Office Report — surveying 333 single family offices with an average net worth of $1.6 billion — found that technology platforms and cybersecurity have become top service needs. But desire and implementation are not the same thing. The gap between the two is where the compounding cost lives.

Consider one illustrative calculation. If a family office employs five investment and operations professionals, and the APQC ratio holds, the equivalent of 3.75 full-time employees are engaged in data administration at any given time. That is not a back-office problem. That is the majority of the institution's intellectual capacity being consumed by work that creates no insight, generates no return, and is functionally identical to what a properly configured technology platform could accomplish in minutes. The remaining 1.25-person equivalent is doing the actual thinking — the portfolio construction, the risk assessment, the strategic planning — that justifies the family office's existence.

Put differently: the family office is paying for five brains but using one and a quarter.

Why nothing changes (until it does)

The persistence of this problem is itself informative. Family offices are not lacking in intelligence, resources, or awareness. Many principals understand, at least in the abstract, that their operations are inefficient. So why does the spreadsheet endure?

Three forces conspire to maintain the status quo.

The first is familiarity compounded by customization. Every family office's spreadsheet architecture is, by definition, bespoke. It has been built over years to reflect the specific structures, entities, reporting preferences, and idiosyncrasies of that particular family. Replacing it means not just adopting new software, but reverse-engineering institutional knowledge that often exists only in one person's head. The switching cost feels enormous — even when the ongoing cost of not switching is demonstrably larger.

The second is the invisibility of the loss. Operational drag does not appear on any statement. There is no line item for "hours spent copying numbers between systems" or "decisions deferred because the data wasn't ready." The cost is real but diffuse, spread across every quarter in the form of slightly slower decision-making, slightly less rigorous risk oversight, and slightly fewer opportunities evaluated. It compounds the way all invisible costs do: quietly, until the cumulative deficit becomes obvious only in retrospect.

The third is a cultural assumption that the back office is a cost center to be minimized rather than an engine to be optimized. In many family offices, the technology conversation begins and ends with "what's the cheapest way to keep the lights on?" This framing ensures that operational infrastructure never receives the same strategic attention as, say, a co-investment opportunity or a new fund allocation — even though the infrastructure determines how effectively those investments are managed once they're made.

The next generation won't wait

There is a force, however, that is more powerful than any of these: generational change.

The great wealth transfer — the largest intergenerational movement of capital in human history — is accelerating. RBC and Campden Wealth's 2025 report found that 60 percent of family offices anticipate the transition of wealth from one generation to the next within the coming decade. The next-generation leaders inheriting these institutions have, by and large, grown up with technology that works. They manage personal finances on mobile apps that update in real time. They consume information through dashboards, not documents. They expect the same fluency from their family office that they get from their brokerage app.

This is not merely a preference. It is a standard. And it is already reshaping the industry. RBC and Campden Wealth found that three times more family offices are leveraging AI to improve operations in 2025 compared to the prior year. Next-generation members are driving demand for greater transparency, real-time reporting, and technology infrastructure that can match the growing complexity of the portfolio.

The offices that cannot meet this standard face a problem that goes beyond inefficiency. They face irrelevance. A next-generation principal who inherits a billion-dollar portfolio and discovers that the "reporting system" is a collection of spreadsheets maintained by a single employee who is planning to retire will not invest in upgrading that system. They will replace it entirely — along with, in many cases, the advisors who tolerated it.

What reclaiming the seventy-five percent looks like

The corrective is not a single technology purchase. It is a reorientation of how a family office thinks about the relationship between its people and its processes.

The goal is not to eliminate human judgment. It is to redirect it. If the APQC ratio can be inverted — if even half the time currently consumed by data administration can be reclaimed for analysis — the effect on a lean family office team is transformative. Two and a half additional person-equivalents of analytical capacity, without hiring a single new employee.

This begins with automated data aggregation: platforms that connect directly to custodians, banks, and fund administrators, normalizing data as it arrives and presenting it in a unified view. The technology is mature. It has been deployed at scale by institutional investors, endowments, and the larger multi-family offices for years. The barrier for single family offices has historically been cost and complexity, but both have dropped substantially as the market for family office technology has matured.

It extends to reporting automation: replacing the quarterly PDF assembly line with configurable dashboards that update continuously and can be sliced by entity, asset class, geography, or any other dimension the principal or investment committee requires. The shift from static reports to dynamic visibility is not cosmetic. It changes the cadence of decision-making from periodic to continuous — from "what happened last quarter" to "what is happening now."

And it culminates in what might be called analytical liberation: freeing the people who were hired for their investment acumen, their risk instinct, their strategic vision, to actually do the work they were hired to do. Not more people. The same people, doing better work, because the machinery around them is finally adequate to the task.

The real asset

There is an irony at the heart of the seventy-five percent problem that deserves to be named. Family offices exist to preserve and grow wealth across generations — a mandate measured in decades, not quarters. Their competitive advantage over every other form of institutional capital is patience, flexibility, and the ability to think long-term. And yet the majority of their daily bandwidth is consumed by the shortest-term, most repetitive, least strategic work imaginable.

The family offices that recognize this — and act on it — will not merely become more efficient. They will become fundamentally different institutions: faster in their analysis, broader in their opportunity evaluation, more rigorous in their risk management, and more resilient across the generational transitions that will define the next two decades of private wealth.

The ones that don't will continue to pay the seventy-five percent tax. They will pay it in hours that could have been spent on strategy. In decisions that were made too slowly, or not at all. In talent that left for institutions where the tools matched the ambition. And in the quiet, compounding erosion of an edge that was never lost in the market, but surrendered, one spreadsheet at a time, to the back office.

This is the second installment of The Prominent Blog, a biweekly series on the convergence of capital strategy and operational technology in the family office sector.

Sources and verification notes:

All statistics cited in this article are drawn from identified, published sources:

• APQC research via CFO.com: FP&A professionals spend 75% of time on data gathering (confirmed in APQC's Planning and Management Accounting Performance Assessment; published CFO.com, October 2021; ratio tracked from 77% in 2010 to 75% in 2019 per Vena Solutions)

• Campden Wealth surveys: 40% of family offices concerned about spreadsheet reliance; 38% still manually aggregate financial data (cited in multiple Campden Wealth annual reports; confirmed by Eleven Systems and Copia Wealth Studios)

• UBS Global Family Office Report 2025: average family office works with more than five financial institutions (cited by Landytech, sourced from UBS 2025 GFO Report)

• Professor Raymond Panko, University of Hawaii: ~88% of spreadsheets contain errors (peer-reviewed research widely cited in auditing and finance literature)

• McKinsey 2024: 41% of CFOs report 25% or less of processes digitized/automated (cited in Cube Software's FP&A statistics compilation, sourced to McKinsey)

• J.P. Morgan Private Bank 2026 Global Family Office Report: 333 SFOs, average net worth $1.6B, technology and cybersecurity as top service needs

• RBC and Campden Wealth, North America Family Office Report 2025: 3x increase in AI adoption for operations year-over-year; 60% anticipate generational wealth transfer within the decade

Trillion-Dollar Spreadsheets

The world’s most sophisticated investors are funding artificial intelligence, nuclear fusion, and autonomous defense systems. They are managing all of it in Excel.

There is a particular kind of cognitive dissonance that only the ultra-wealthy can afford. A single family office — call it a typical one, because this is typical — will deploy $200 million into a venture fund backing autonomous drone swarms, sign a co-investment into a nuclear microreactor startup, and allocate a further $50 million to a private credit vehicle structured across three jurisdictions. Then the chief financial officer will open a laptop and spend the next four hours copying custodian statements into a spreadsheet.

This is not an exaggeration. It is the operating reality of private wealth management in 2026, and it represents what may be the largest unpriced risk in the family office ecosystem: the structural mismatch between how these institutions invest and how they actually run.

The gap nobody measures

The numbers, when you assemble them, tell an extraordinary story. Family offices collectively manage an estimated $6 trillion in global assets. They are the fastest-growing segment of institutional capital. According to Goldman Sachs, 86 percent now invest in artificial intelligence, making it the top conviction theme for the next five years. The J.P. Morgan Private Bank's 2026 Global Family Office Report, drawn from 333 single family offices across 30 countries with an average net worth of $1.6 billion, found that 65 percent intend to prioritize AI as a strategic focus.

And yet. Over 70 percent of those same offices have zero investment in the digital infrastructure — data centers, cloud platforms, operational software — that makes AI possible. Campden Wealth surveys show that 40 percent of family offices cite excessive reliance on spreadsheets as a concern, and 38 percent still aggregate financial data manually. A striking 57 percent of service providers report that roughly 80 percent of their family office clients remain dependent on Excel as their primary tool.

There is a word for an institution that bets its capital on the future while anchoring its operations in the past. The polite version is "asymmetric." The honest version is "fragile."

The invisible tax

The costs of this fragility are real, but they compound quietly, which is precisely why they persist. Nobody writes down "operational drag" as a line item on a capital call notice. No quarterly report includes a row for "hours lost to manual data aggregation." But the drag is there, and it is enormous.

Consider the arithmetic. The average family office maintains relationships with more than five financial institutions — banks, custodians, prime brokers, fund administrators. Each produces reports in different formats, on different schedules, using different conventions. Reconciling these into a single coherent picture of the family's wealth requires someone to log into multiple portals, download statements, normalize the data, and stitch it together by hand. A CFO at a mid-sized single family office can easily spend twenty hours per month on this task alone. Scale that across an office serving thirty families or a single family with ten trusts, and the numbers become staggering: over a thousand hours per year consumed by a process that produces no insight, generates no alpha, and is obsolete the moment it is complete.

Ventana Research has found that finance teams relying on spreadsheets spend 18 percent more time on data gathering and reconciliation than those using integrated systems. FSN's research on financial reporting indicates that 63 percent of organizations encounter performance failures when managing large datasets in spreadsheets. These are not technology industry talking points. They are descriptions of an operational tax that compounds every quarter, silently eroding the bandwidth that should be directed toward the only thing that actually matters: making better decisions.

The tragedy is not that family offices lack the resources to fix this. They are, by definition, among the most well-resourced institutions on earth. The tragedy is that the problem is invisible to the people who could solve it, because the people who experience it most acutely — the analysts, the controllers, the operations staff — are not the ones setting the technology agenda.

A brief history of inertia

How did we get here? The answer is surprisingly straightforward: family offices were never supposed to be institutions. They began as administrative extensions of a single wealthy individual — a bookkeeper, a lawyer, perhaps an accountant, managing the personal finances of a patriarch or matriarch. The "technology" was a Rolodex, a filing cabinet, and a relationship with a private banker. When spreadsheets arrived, they were a revelation. Suddenly, a two-person office could track a diversified portfolio with reasonable accuracy. Excel was not a compromise; it was a competitive advantage.

But the world changed, and the spreadsheet did not. Family offices professionalized. They hired CIOs and built investment committees. They moved into private equity, venture capital, real estate, hedge funds, and direct lending. They began making co-investments alongside institutional funds. They opened entities in multiple jurisdictions, established philanthropic foundations, and created complex trust structures spanning three or four generations. The administrative complexity of a modern single family office now rivals that of a small hedge fund or endowment — except that the hedge fund has a $5 million technology budget and a dedicated operations team, while the family office has a shared Excel file on a cloud drive and a COO who also handles insurance.

Wendy Craft, CEO of the Elle Family Office, has observed what she calls a "visible split" forming in the industry: between offices that behave like sophisticated operating companies and those that remain, in essence, enhanced personal accounting operations. That split is widening. And the families on the wrong side of it are accumulating risk they cannot see.

What the next generation won't tolerate

There is a generational dimension to this problem that accelerates the urgency. Next-generation family members — the beneficiaries and, increasingly, the leaders of these offices — arrive with a fundamentally different set of expectations about what technology should do. They manage their personal finances on their phones. They expect real-time data, intuitive interfaces, and instant access. The idea of waiting two weeks for a quarterly PDF that was already stale when it was printed is, to them, not merely inconvenient but incomprehensible.

As one industry observer put it, the emerging standard is the ability to manage a $50 million portfolio with the same simplicity and immediacy as a $50 Venmo transaction. That is not a frivolous analogy. It reflects a genuine shift in what legitimacy looks like to the people who will control these assets for the next forty years. Legacy reporting infrastructure and entrenched adviser networks that cannot meet this standard will not be reformed. They will be replaced.

This is not a theoretical concern. RBC and Campden Wealth's 2025 report found that three times more family offices are leveraging AI to improve operations this year compared to 2024. The adoption curve is steepening. The question is no longer whether family offices will modernize, but which ones will do so in time — and what happens to those that don't.

The asymmetry as investment risk

Here is the argument that should concern every principal and every CIO: operational infrastructure is not overhead. It is a risk factor.

A family office that cannot aggregate its positions in real time cannot accurately assess its exposure. One that relies on manual reconciliation across five custodians introduces error at every seam. An office that tracks private equity commitments in a spreadsheet will, eventually, miscalculate a capital call or miss a distribution. An institution that stores sensitive financial data in email attachments and shared drives — as many still do — is not just inefficient; it is a target. Deloitte's 2026 cybersecurity report found that 43 percent of family offices globally have experienced a cyberattack in the past two years. Only 11 percent consider themselves well-prepared.

The compounding effect of these vulnerabilities is what makes the asymmetry dangerous. Any single failure — a missed capital call, a reporting error, a data breach — is survivable. But the cumulative weight of an operational infrastructure that cannot keep pace with the complexity of the portfolio it supports creates a kind of systemic brittleness. It does not break all at once. It degrades, slowly, until a shock reveals what was always there: a gap between the sophistication of the investments and the fragility of the institution managing them.

The case for symmetry

The corrective is not particularly complicated, which makes its absence all the more puzzling. It begins with a recognition that the technology stack of a family office deserves the same scrutiny, the same governance, and the same strategic intentionality as the investment portfolio itself.

This means, at minimum, three things.

First, data aggregation must be automated. The era of logging into custodian portals and copying numbers into spreadsheets should be over. Modern platforms can pull data directly from financial institutions, normalize it, and present a unified, real-time view of the family's total wealth. The technology exists. It has existed for years. The barrier is not capability; it is inertia.

Second, cybersecurity must be treated as a governance issue, not a technology checkbox. Family offices are wealthy, discreet, and often underprotected — precisely the profile that sophisticated threat actors seek. A security architecture built for a different era is not a minor deficiency. It is an existential exposure.

Third, the operational audit must become a recurring discipline. Investment theses are stress-tested. Asset allocations receive quarterly reviews. The technology that underpins everything should receive the same rigor. When was the last time your office audited its own infrastructure with the same seriousness it applies to a potential investment?

The family offices that will endure — not just through this generation, but through the next, and the one after that — will be those that close the gap between their ambition and their architecture. They will recognize that stewardship is not only a matter of what you invest in, but of how you operate. That the back office is not a cost center to be minimized, but an engine to be optimized. That a trillion dollars of capital deserves something better than a spreadsheet.

The asymmetry has been tolerated for a long time. It will not be tolerated much longer.

This is the first installment of The Prominent Blog, a biweekly series on the convergence of capital strategy and operational technology in the family office sector. Prominent convenes sovereign allocators and frontier technologists to close the gap between how family offices invest and how they operate.