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.

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