Capital gains taxes are assessed on a yearly basis. Investment losses can be “harvested” to offset gains, but markets do not organise themselves around calendar-year planning. Losses appear and disappear throughout the year as volatility creates opportunities that disappear long before a year-end review begins. Purpose-built technology enables what manual year-end processes cannot: continuous monitoring that captures opportunities as they emerge.
In early March 2026, senior leaders from across the financial sector gathered in Zurich for a discussion hosted by NZZ Finanzplatz on the future of artificial intelligence in finance. Among the participants was Ian Keates, CEO of Altoo AG. What became evident during that exchange was not enthusiasm for another technological cycle, but a recognition that something more structural is underway. Artificial intelligence is already embedded across the industry. The more pressing question is how institutions retain control once it begins to influence financial decisions in meaningful ways. Here, Ian shares his thoughts on the impact of AI in the
Private markets now represent nearly 30% of the average family office portfolio. Yet many family offices are not systematically tracking performance or predicting cash flows across these investments. Institutional investors treat private equity, venture capital, and other illiquid assets as measurable, forecastable components of total portfolio strategy. They automate what family offices often accomplish through quarterly manual reconciliation, spreadsheet calculations, and reactive cash management. Purpose-built technology is closing this gap, bringing institutional-grade automation to family office scale without requiring institutional-scale resources.
Consider an example family office quarterly performance review: equities up 12%, fixed income flat, alternatives strong. Respectable returns, but were they the result of intentional decisions or just luck? From expensive managers earning their fees or passive exposure that could be replicated cheaply? Without understanding the sources of performance, the office cannot evaluate past decisions, hold managers accountable, or improve future outcomes. Institutional-grade performance attribution analytics deliver the answers, and purpose-built technology makes it available to family offices without institutional-scale resources.
For family offices, it’s all too easy for diversification strategies to become operational liabilities. When there are multiple custodians, asset classes, and jurisdictions, the structures meant to protect wealth can obscure it. Unfortunately, the persistence of spreadsheet-based consolidation is a symptom of an infrastructure gap. Fortunately, family offices can learn from how institutional investors address this gap.
Markets don't wait for quarterly reviews. Risk management shouldn't either. Institutional investors monitor risks continuously — but not by having their people watch screens continuously. Family offices can achieve the same proactive oversight through automated monitoring technology that tracks multiple risk factors and notifies portfolio managers the moment thresholds are breached.
You know the value of your private equity stakes, your real estate holdings, your venture capital commitments. But do you know when those assets will demand — or return — capital? The difference between reactive improvisation and proactive planning isn't sophisticated treasury management. It's treating your consolidated wealth intelligence as a strategic asset. Purpose-built technology transforms fragmented holdings into forward-looking liquidity forecasts, turning cash flow management from crisis response into competitive advantage.
University endowments like Yale’s and Stanford’s consistently outperform most private portfolios, often by significant margins. The secret isn't just access to exclusive investments or brilliant managers. The real differentiator is something more fundamental: a disciplined, data-driven approach to portfolio management that treats information infrastructure as seriously as investment selection. Most families manage eight or nine-figure portfolios with tools that would be unthinkable in an institutional setting. Yet the gap is closing as purpose-built technology brings institutional-grade capabilities within reach of private wealth.
Ultra-high-net-worth individuals carefully hedge market risk, currency risk, and credit risk. They employ sophisticated advisors to protect against volatility and build diversified portfolios that can withstand geopolitical shocks. Yet many leave one their biggest operational risks completely unprotected: their wealth data.
For UHNWIs, selecting the right financial technology company — or fintech for short — is a high-stakes decision. Different types of fintechs serve different purposes, but one supporting wealth management demands extra scrutiny: It handles a wide variety of a wealth owner’s most sensitive data. The country where such a fintech company operates is a key factor in how this data is protected — and should be a key factor in the decision to work with this company.
Over USD 83 trillion is transferring to the next generation over the next 25 years. Unfortunately, many of these wealth transitions are at risk of failing. Not because of poor investments, but because of poor family dynamics and preparation. Traditional estate plans transfer assets but miss critical elements: the knowledge, context, and intelligence that built the wealth. Forward-thinking families are recognising that wealth data is itself a legacy asset that must be intentionally transferred using purpose-built technology and governance frameworks.
You likely aim to track the performance of every asset in your portfolio, from equities to real estate to private investments. But there's one asset generating measurable returns that likely doesn't appear anywhere in your wealth statements: your data itself. It's a performing asset that generates returns. Advanced technology platforms are enabling wealth owners to unlock this substantial value by treating data with the same rigour they apply to any other investment.
Intergenerational wealth transfer has always been among the hardest challenges in wealth management. Getting it right starts with visibility; you can't educate heirs about wealth you can't clearly show them. The increasing international mobility of both wealth owners and their families means transfers now span multiple jurisdictions, currencies, and legal systems simultaneously. As complexity multiplies, the foundational requirement of unified visibility becomes more critical.
As record numbers of wealth owners move and invest internationally, wealthy families face a critical infrastructure question: Should we replicate our wealth management systems in new countries? Local expertise will always be essential, but the definition of "local" can be expected to evolve over time. Consolidated data infrastructure is key to avoiding unnecessary operational barriers as global footprints and portfolios expand.
Plans to relocate always involve looking ahead to the future, but for UHNWIs they often also involve looking back on the past to comprehensively inventory everything they own. Tax advisors need to understand your current structures before they can properly guide your exit strategy. Estate planners require a complete asset inventory to restructure trusts or foundations. Immigration advisors need documentation of funds to prepare visa applications. Knowing "roughly where things are" isn't sufficient. The irony is that this backward-looking exercise is necessary for forward mobility. Establish a setup for complete visibility of your wealth during this relocation, and it will
How do you run an effective family office when the family's patriarch is in Geneva and his adult children live in London and New York? According to Campden Wealth research, for more than half of family offices this kind of question isn't hypothetical: They serve at least one family member residing outside the family office's primary jurisdiction. The coordination challenge this creates isn't just logistical. It's structural, and it demands infrastructure built for distributed operations from the start.
In 2025, an estimated 142,000 millionaires will relocate internationally, according to Henley & Partners' latest private wealth migration report. The UK alone faces a net outflow of 16,500 wealthy individuals — the largest exodus any country has experienced since tracking began. Dubai, Switzerland, and Singapore welcome thousands more each year. The Great Wealth Migration, as some call it, is well underway. The result is greater physical mobility without greater asset consolidation. Technology to consolidate the data around diverse assets can bridge the gap.
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Capital gains taxes are assessed on a yearly basis. Investment losses can be “harvested” to offset gains, but markets do not organise themselves around calendar-year planning. Losses appear and disappear throughout the year as volatility creates opportunities that disappear long before a year-end review begins. Purpose-built technology enables what manual year-end processes cannot: continuous monitoring that captures opportunities as they emerge.
In early March 2026, senior leaders from across the financial sector gathered in Zurich for a discussion hosted by NZZ Finanzplatz on the future of artificial intelligence in finance. Among the participants was Ian Keates, CEO of Altoo AG. What became evident during that exchange was not enthusiasm for another technological cycle, but a recognition that something more structural is underway. Artificial intelligence is already embedded across the industry. The more pressing question is how institutions retain control once it begins to influence financial decisions in meaningful ways. Here, Ian shares his thoughts on the impact of AI in the
Private markets now represent nearly 30% of the average family office portfolio. Yet many family offices are not systematically tracking performance or predicting cash flows across these investments. Institutional investors treat private equity, venture capital, and other illiquid assets as measurable, forecastable components of total portfolio strategy. They automate what family offices often accomplish through quarterly manual reconciliation, spreadsheet calculations, and reactive cash management. Purpose-built technology is closing this gap, bringing institutional-grade automation to family office scale without requiring institutional-scale resources.
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Capital gains taxes are assessed on a yearly basis. Investment losses can be “harvested” to offset gains, but markets do not organise themselves around calendar-year planning. Losses appear and disappear throughout the year as volatility creates opportunities that disappear long before a year-end review begins. Purpose-built technology enables what manual year-end processes cannot: continuous monitoring that captures opportunities as they emerge.
