Institutional-Style Investment Management for Private WealthSophisticated wealth should not be managed with an off-the-shelf portfolio.
Analog Capital Partners builds proprietary, multi-asset portfolios from the ground up—combining quantitative portfolio construction, active equity research, disciplined risk management and integrated financial planning for high-net-worth families.
We build and actively manage diversified, all-weather portfolios using a proprietary, quantitative approach—designed to improve upon the traditional 60/40 framework through broader diversification, multiple return drivers and disciplined risk management.
Institutional RigorAnti-fragile portfolios designed for an unpredictable world
Proprietary portfolios. Quantitative rigor. Lower historical drawdowns. Designed to reduce lost-decade risk.
Institutional-Style Investment Management for Private Wealth
For families who have accumulated significant wealth, investment management becomes about more than maximizing return.
It becomes a problem of compounding capital while managing the risks that can permanently disrupt a financial plan.
Large drawdowns matter. Long recovery periods matter. Sequence-of-return risk matters. Inflation matters. Taxes matter. And perhaps most importantly, the interaction between all of these risks matters.
Yet much of the traditional wealth-management industry still begins with essentially the same architecture: a mixture of stocks and bonds, often implemented through standardized models created outside the advisory firm.
Analog Capital Partners takes a different approach.
Our portfolios are built internally from first principles. We do not begin with another firm's model and modify it. We start with the objectives of the investor, the behavior of individual asset classes across different economic environments, their relationships with one another, and the risk-adjusted characteristics of the resulting portfolio.
The objective is straightforward:
Build portfolios capable of compounding wealth across a wide range of economic environments without requiring us to correctly predict the next one.
Portfolio Construction Is a Core Competency
That philosophy sits at the center of everything we do.
Portfolio Construction Is a Core Competency
At many wealth-management firms, financial planning is the primary discipline and investment management is largely outsourced.
At Analog Capital Partners, portfolio construction is one of our foundational disciplines.
Analog Capital Partners’ Chief Investment Officer, Billy Desai, CFA, CFP®, MBA, has spent more than two decades working across quantitative equity research, institutional investment management and multi-asset portfolio construction.
At Invesco, he advised hundreds of financial advisors on portfolio construction. Earlier in his career, he worked in quantitative equity research within Credit Suisse's HOLT framework, evaluating companies through globally comparable corporate-performance measures.
That background influences the way ACP approaches private wealth.
Learn more about our investment process →
We don't believe a sophisticated financial plan should rely on an investment portfolio that nobody inside the advisory firm actually designed.
Investment management and financial planning should reinforce one another.
At ACP, they do.
We Build the Portfolio From the Asset Classes Up
Our starting point is not:
How much should we put in stocks and how much should we put in bonds?
The more important question is:
What combination of return drivers gives this family the highest probability of reaching its objectives while remaining resilient across very different economic environments?
We therefore approach allocation without restricting ourselves to the traditional stock/bond framework.
Depending upon the client's objectives, risk tolerance, liquidity needs, tax circumstances and portfolio size, a liquid ACP portfolio may incorporate several distinct return drivers:
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Global and U.S. equities
Active, quantitative, stock selection. Momentum and quality strategies designed to outperform the S&P 500.
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U.S. Treasuries
Laddered U.S. Treasuries for true diversification and negative correlation in equity drawdowns.
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Gold and precious metals
Gold and silver as long-term stores of value and diversifiers in all economic environments.
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Real estate / REITs
Diversified REITs for income and growth exposure to real assets.
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Private markets
Liquid alternative and when appropriate, private equity, private credit, hedge funds, and CTAs.
Our core portfolios generally use four or more economically distinct asset classes rather than relying primarily upon one growth engine.
That distinction matters.
The historical data underlying our research illustrate why. From January 1972 through January 2026, the asset classes represented in our core research exhibited meaningfully different return behavior. The report shows monthly correlations of only 0.09 between U.S. large-cap stocks and 10-year Treasuries and 0.01 between U.S. large-cap stocks and gold during the test period.
Diversification, in our view, should mean more than owning many securities.
It should mean owning different economic return drivers.
Our Flagship Moderate Portfolio
Analog Capital Partners maintains a suite of core portfolios ranging from conservative through aggressive, as well as custom allocations for households with more specialized needs.
Our Moderate portfolio provides a useful illustration of our philosophy.
The point is the architecture.
Instead of allowing equities to provide virtually all of the portfolio's growth while bonds primarily dampen volatility, several components have historically contributed meaningfully to long-term return.
In the same hypothetical analysis, the Moderate model's return decomposition showed substantial contributions from equities, Treasuries, real estate and gold rather than from equities alone.
That is what we mean by an all-weather portfolio.
Not a portfolio that goes up every year.
Not a portfolio that cannot lose money.
But a portfolio deliberately constructed so that its success does not depend upon one asset class, one economic regime or one market forecast.
Risk Is More Than Volatility
Traditional portfolio analysis often reduces risk to standard deviation.
We think wealthy families need a broader definition.
We examine volatility, but we also pay particular attention to maximum drawdown, recovery periods, downside capture, sequence-of-return risk and the possibility of extended periods of disappointing returns.
Why?
Because investors don't experience risk as a statistic.
They experience it when a $5 million portfolio becomes $3.5 million.
They experience it when retirement begins during a severe bear market.
They experience it when a decade of weak returns collides with withdrawals, taxes and spending needs.
Those are financial-planning problems as much as investment problems.
Our portfolio research therefore asks not only:
What return did the portfolio generate?
but:
What did the investor have to endure to earn it?
The Lost-Decade Problem
Long periods of weak returns are particularly dangerous for families drawing from their portfolios.
A financial plan can look extremely strong when based upon a smooth long-term return assumption.
Real markets are not smooth.
Returns arrive unevenly.
That is why we pay significant attention to rolling returns rather than simply looking at beginning-to-ending averages.
In the historical Portfolio Visualizer study, the hypothetical Moderate asset allocation produced a positive annualized return in every rolling 5-, 7-, 10- and 15-year period measured between 1972 and January 2026. Its lowest rolling 10-year annualized return in that analysis was 4.77%.
That does not mean future ten-year periods will always be positive.
It does demonstrate what the portfolio was designed to accomplish:
reduce dependence upon any single asset class and create a more consistent foundation for long-term financial planning.
Drawdown Matters
The Moderate portfolio's historical asset-class study also illustrates why we emphasize diversification during market stress.
Across the full hypothetical period, its maximum drawdown was approximately 22.5%.
During the historical stress periods measured in the report, the Moderate model experienced hypothetical declines of approximately 4.8% during the dot-com crash, 22.5% during the subprime crisis and 8.6% during the initial COVID-19 shock.
These figures are not actual Analog Capital Partner investment results. They are historical simulations using asset-class proxies.
But they illustrate an important principle:
Protecting capital does not require predicting every bear market.
It requires owning assets that are capable of behaving differently when economic conditions change.
Why We Prefer Treasuries for Defensive Fixed Income
Our core defensive fixed-income exposure emphasizes U.S. Treasuries because we want the bond allocation to perform a specific job.
We are not merely looking for yield.
We want an asset that can potentially provide liquidity and diversification during recessions, deflationary shocks and periods of severe stress in risk assets.
Corporate bonds and high-yield debt introduce credit risk—the same economic risk that can already be present elsewhere in the portfolio.
During severe credit events, the diversification an investor expected from those securities can weaken at precisely the moment it is needed most.
Our philosophy is therefore relatively simple:
If an asset is included primarily to protect the portfolio, we want it to behave like a diversifier when protection matters.
For many clients, laddered U.S. Treasuries are the cleanest expression of that objective.
Active Equities, Built In-House
Our approach to equities is also different from simply buying the market and calling the investment process complete.
ACP uses proprietary quantitative equity research to construct individual-stock portfolios.
Our two primary frameworks emphasize quality and momentum.
Quality
Our quality strategy seeks companies with objectively strong and durable corporate economics.
We look for businesses capable of compounding capital across long periods—companies characterized by attributes such as resilient profitability, strong margins, financial strength and consistency through different economic environments.
The philosophical goal is to identify businesses that we would be comfortable owning for years rather than months.
Momentum
Our momentum process is more dynamic.
We evaluate both price and earnings momentum relative to sector peers, seeking companies demonstrating improving fundamentals alongside positive market behavior.
Importantly, the strategy is designed to remain broadly sector neutral.
We are not simply allowing whichever sector happens to be fashionable to dominate the portfolio.
We seek to identify stronger companies within each sector.
The result is a complementary combination:
quality seeks durable compounders; momentum seeks evolving leadership.
Across a diversified account, ACP may own approximately 100–120 individual equities in addition to a smaller number of ETFs used where they provide a particularly efficient implementation vehicle.
ETFs Where They Make Sense. Individual Securities Where They Add Value.
We are not philosophically opposed to ETFs.
Quite the opposite.
ETFs can be extraordinarily efficient.
We may use them for precious metals, real estate, small-cap exposure, certain fixed-income exposures and other asset classes where the ETF structure provides inexpensive and transparent implementation.
Our distinction is between using an ETF intentionally and outsourcing the entire investment process.
Where we believe security selection can add value—particularly in our quality and momentum equity strategies—we conduct that work internally.
Where an ETF efficiently delivers the exposure we want, we use the ETF.
The vehicle serves the strategy.
The strategy does not serve the vehicle.
Alternatives Are Part of the Portfolio, Not an Afterthought
Within many traditional portfolios, anything other than stocks or bonds gets placed into an “alternatives” bucket.
We think that framing can be misleading.
Gold is an asset.
Real estate is an asset.
Commodities are assets.
Their usefulness should be evaluated according to their expected return, volatility, correlation, liquidity and role within the broader portfolio—not according to whether the financial-services industry considers them conventional.
For appropriate clients, ACP may incorporate precious metals, real estate, commodities, managed futures and limited digital-asset exposure within the liquid portfolio.
For larger qualified investors with sufficient liquidity, the opportunity set can expand further to include private equity, private credit and hedge-fund strategies.
We do not believe illiquid investments belong in every portfolio.
In fact, most clients do not need them.
Illiquidity has a real cost.
The investment must justify that cost.
Systematic Rebalancing
Diversification only works if the portfolio remains diversified.
Markets naturally push allocations away from their intended weights as some assets outperform others.
ACP uses systematic rebalancing rules rather than relying primarily upon emotion or intuition.
Our portfolio systems monitor the relationship between actual and target allocations, and meaningful deviations can trigger rebalancing.
The purpose is simple:
sell down what has become disproportionately large and replenish exposures that have become disproportionately small.
That discipline can feel uncomfortable.
The strongest-performing asset is often the one being reduced.
But allowing yesterday's winner to continually dominate the portfolio can fundamentally change the risk the investor originally agreed to take.
Rebalancing is therefore not administrative housekeeping.
It is part of risk management.
Tax-Aware, But Investment-Led
Taxes matter enormously.
But minimizing taxes is not the same thing as maximizing wealth.
We integrate tax considerations into portfolio management through techniques that may include tax-loss harvesting, gain-and-loss budgeting, charitable gifting of appreciated securities, Roth-conversion analysis and thoughtful withdrawal sequencing.
But tax management operates within the investment strategy rather than replacing it.
We will not allow the desire to avoid a taxable gain to create an unacceptable portfolio concentration.
We will not allow tax considerations to prevent a necessary rebalance when portfolio risk has materially changed.
The objective is after-tax wealth, not the lowest possible tax bill in any single year.
That distinction matters.
The Investment Portfolio and Financial Plan Are One System
This may be the most important difference in the ACP approach.
A financial plan is only as reliable as the assumptions underneath it.
If the portfolio driving the plan is exposed to severe drawdowns, extended recovery periods or substantial sequence-of-return risk, those risks must ultimately appear somewhere in the client's financial life.
For a retiree, they can affect sustainable withdrawals.
For an executive, they can alter the amount of concentrated risk the family can afford.
For a family considering Roth conversions, charitable gifts, trust funding or major purchases, portfolio liquidity and tax characteristics directly influence planning decisions.
That is why ACP does not treat investment management, financial planning, tax strategy and estate strategy as separate departments.
We view them as a connected system:
Family Goals & Financial Plan
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Tax, Estate & Liquidity Analysis
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Risk Capacity & Required Return
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Strategic Asset Allocation
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Quantitative Security Selection
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Tax-Aware Implementation
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Systematic Monitoring & Rebalancing
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Updated Financial Plan
Changes in one part of the system can affect every other part.
That is what integrated wealth management should mean.
Built for Families With Significant Wealth
Our investment-management process is particularly well suited to families with approximately $3 million to $10 million or more of investable assets, as well as ultra-high-net-worth households requiring more customized portfolio architecture.
At this level of wealth, the objective frequently begins to change.
Accumulation still matters.
But so do preservation, consistency, liquidity, taxes, estate planning and the ability to fund decades of family goals without exposing the portfolio to unnecessary risk.
A family that has already accumulated $5 million, $10 million or $20 million does not necessarily need to take every available unit of market risk.
It needs to compound intelligently.
We believe those investors deserve something more thoughtful than an outsourced model portfolio.
Institutional Thinking. Private-Client Delivery.
Institutional investors have long approached portfolio construction differently from the conventional retail stock-and-bond model.
They think in terms of multiple return drivers.
They examine correlations.
They study drawdowns.
They allocate across real assets and alternative strategies.
They distinguish between liquidity risk, credit risk, inflation risk and equity risk.
And they build portfolios around objectives rather than products.
Analog Capital Partners brings that same way of thinking to private wealth.
Not by attempting to turn a family into a pension fund.
But by applying institutional investment disciplines to the unique needs of individuals.
Our clients receive the combination of:
institutional-style portfolio construction + quantitative security selection + financial planning + tax coordination + estate planning coordination.
All within one fiduciary relationship.
Risk management must be built into the portfolio before a crisis begins, because markets often fall too quickly to give investors a practical opportunity to reposition once volatility arrives.
Why Capital Partners?
A wealthy family should not have to choose between a sophisticated investment manager and a sophisticated financial planner.
At Analog Capital Partners, our objective is to provide both.
We build proprietary portfolios internally.
We conduct quantitative equity research internally.
We integrate risk management with financial planning.
We coordinate investment decisions with tax and estate considerations.
And we custody client assets primarily at established independent custodians, including Charles Schwab.
The result is a wealth-management model designed for families who have already created substantial capital and now want to compound it intelligently, preserve it thoughtfully and use it to accomplish what matters to them.
A Better Question Than “Did I Beat the S&P 500?”
For a wealthy family, the most important investment question is rarely:
Did my entire portfolio outperform the S&P 500 this year?
A portfolio designed to fund retirement, support a family, survive recessions, manage taxes and preserve purchasing power has a different job from an equity index.
We believe the better questions are:
How much return did the portfolio generate for the risk taken?
How severe were the drawdowns?
How long did recovery take?
How dependent was performance upon equities?
How did the portfolio behave across inflation, recession, expansion and crisis?
And ultimately:
Did the portfolio allow the family to execute its financial plan?
That is the standard we care about.
Get a Second Opinion on Your Portfolio
If you have accumulated significant wealth but your portfolio still looks like a variation of the same stock-and-bond model you had years ago, it may be worth asking whether the investment architecture has evolved with your financial life.
Analog Capital Partners offers private wealth consultations for families seeking a more rigorous approach to portfolio construction, risk management and integrated planning.
Frequently Asked Questions
What does “institutional-style investment management” mean?
For ACP, it means approaching private-client portfolios using many of the disciplines employed by sophisticated institutional investors: multi-asset portfolio construction, quantitative research, correlation analysis, drawdown analysis, multiple sources of return, systematic rebalancing and an emphasis on risk-adjusted outcomes rather than simply maximizing equity exposure.
Does Analog Capital Partners use model portfolios?
ACP maintains five core risk-based portfolios ranging from conservative to aggressive. These portfolios were developed internally rather than outsourced from a third-party asset manager. For sufficiently large households or clients with specialized circumstances, ACP can also construct customized allocations.
Does ACP use individual stocks?
Yes. Our proprietary quality and momentum equity strategies are primarily implemented using individual securities selected through quantitative research. ETFs may also be used when they provide the most efficient way to obtain a particular exposure.
Does ACP invest only in stocks and bonds?
No. Depending upon suitability and client circumstances, portfolios can include equities, U.S. Treasuries, precious metals, real estate, other liquid alternatives and limited digital-asset exposure. Qualified investors with appropriate liquidity may also have access to private equity, private credit, managed futures and hedge-fund strategies.
Why does ACP emphasize U.S. Treasuries?
We generally want defensive fixed income to provide genuine diversification during economic stress. Credit-sensitive fixed income can behave more like risk assets during severe credit events. Treasuries can therefore play a different role in portfolio construction than corporate or high-yield bonds.
Is Analog Capital Partners a fiduciary?
Analog Capital Partners is an independent, fee-only registered investment adviser and acts as a fiduciary in its advisory relationships.
Who is the typical ACP client?
The investment approach is particularly suited to high-net-worth and ultra-high-net-worth families, often with approximately $3 million to $10 million or more of investable assets, who place significant importance on risk management, wealth preservation, sophisticated portfolio construction and integrated financial planning.
Bring more structure to your financial life
Whether you are preparing for a business sale, managing concentrated wealth, or planning for retirement, our goal is to help you make better decisions with clarity and confidence.