Where AI Can Create the Most Value in a Family Office

Partner content by Chirag Nanavati, Managing Director at Asset Vantage.

The conversation around AI in family offices often starts with what technology can do. A more useful place to start may be with what the family office already struggles to do efficiently. 

Our internal analysis of recent prospect conversations makes that gap clear. 

Multi-entity accounting and consolidation appears in an estimated 90% of conversations. Around 75% of prospects are looking to move away from spreadsheets as a system of record due to huge dependencies. Roughly 70% raise challenges around private-asset performance, while about 65% struggle with aggregating data across custodians, managers and other sources. 

AI, by comparison, is an explicit requirement in about 25% of conversations today. And it is behind some of the most common questions we hear: 

That tells us that while family offices are interested in applying AI in many places, with some even trying to re-create the core financial engine itself. However, from our experience on-boarding 400+ family offices, the real value they can derive from AI solutions is grounded in reducing friction around day-to-day operational workflows. 

Consider how much work happens before a family office can answer a seemingly simple question. Statements have to be collected. Data may need to be extracted and reconciled. Information sits across entities, custodians, fund reports and spreadsheets. Someone must find the right documents, identify what changed, prepare analysis, and place it into an actionable form for a principal or advisor. 

These are exactly the kinds of workflows where AI can be useful. 

AI can help read and classify incoming statements, extract information from documents, summarize manager updates, locate supporting records, identify unusual movements, or turn a large body of portfolio information into a useful first draft of an answer. 

For an investment team, it could help surface concentration or look-through exposures that deserve attention. For a lean family office, it could remove repetitive work and help the office scale without simply adding more people. For principals, it could make complex information easier to interrogate and understand. 

Cash-flow visibility is an excellent example and features prominently in our customer and prospect conversations, particularly where private investments come with an irregular and long-term stream of capital calls and distributions.

The opportunity for AI is to make the underlying information easier to bring together, question and interpret so the family can understand upcoming liquidity needs and subsequent decisions on moving capital. 

The distinction is critical. 

Returns, valuations, ownership structures, accounting entries, and reconciliations should still come from controlled expert systems and deterministic calculations. AI engines on top of these expert systems can help navigate, interpret, and explain relationships. It should not become the source of truth itself. 

So perhaps family office teams should not begin their AI strategy by asking, “What is the most advanced thing AI can do for us?” A better question is: where do we lose the most time between having the data and being able to act on it? 

That is likely where AI will create the most immediate value for your family office.

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Chirag Nanavati is the Managing Director and part of the founding team at Asset Vantage, the financial operating system of choice for more than 400 family offices across 10+ countries, with over US$400B in assets tracked.

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