The Situation

Gabriela is a 42-year-old Senior Product Manager at Amazon in Seattle. Between her base, bonus, and RSUs, her household clears about $460,000 a year — she and her husband, a hospital administrator, have two kids and a mortgage on their home in Ballard. By every reasonable measure, Gabriela was doing things right. She maxed her 401(k), contributed to her ESPP, kept an emergency fund, and had a longtime CPA who filed a clean return every April.

Her whole financial life, as she described it, was “pretty simple.” And that was exactly the point of pride — she’d deliberately kept it uncomplicated so she wouldn’t have to think about it. What she didn’t realize was that “simple” and “efficient” are not the same thing, and the gap between them was costing her real money every single year.

The Gap We Found

When we mapped her full picture, the problem wasn’t any one mistake. It was that no one was looking at the whole board. Her CPA saw the tax return but never the brokerage account. Her RSUs vested and quietly piled up in Amazon stock. Roughly $140,000 in cash sat in a savings account earning almost nothing. She was above the income limit for a Roth IRA and simply wasn’t contributing to one. And each spring her CPA would tell her what she owed — after the year was already over and nothing could be changed. Each of these was defensible in isolation. Together, they leaked more than $20,000 a year.

What We Did

We started with the taxable account. Instead of leaving her diversified holdings in plain index funds, we moved her into a direct indexing strategy with ongoing tax-loss harvesting — the portfolio tracks the same market but automatically banks losses on individual names during dips, generating deductions she can use against gains and income. On her balance, that alone was worth roughly $9,000 a year.

Next, the idle cash. We kept her true emergency reserve liquid and moved the excess into a Treasury and municipal bond ladder, lifting her after-tax yield from near zero to a meaningful return without adding real risk. We opened backdoor Roth IRAs for both Gabriela and her husband, creating tax-free growth she’d been locked out of for years simply because no one set it up. We used specific-lot identification to begin trimming her concentrated Amazon position at the lowest possible tax cost, walking her stake down from over 40% of her portfolio toward a healthier weight.

Finally, we fixed the timing problem. Alphanso’s AI agents parse her payroll and vesting schedule, calculate the gap between what’s withheld and what she’ll actually owe, and flag the right quarterly estimated payment before each deadline — so April is a confirmation, not a surprise.

The Result

• ~$22,000 in recurring annual savings across tax drag, idle cash, and missed Roth space — money that had been leaking every year.
• Concentration risk cut from 40%+ in Amazon stock toward a diversified target, with the tax cost spread out and controlled.
• No more April surprises — estimated taxes are tracked and paid proactively, penalty-free.
• Same simple life, better engine — Gabriela didn’t take on more complexity to manage; she took on less.

Why This Worked

None of Gabriela’s advisors were doing a bad job — they just each saw one slice. The savings didn’t come from a single clever product; they came from one team looking at investments, taxes, cash, and equity comp at the same time, under a flat fee with no incentive to sell her anything. That’s what “integrated” actually buys you: the quiet five-figure leaks nobody was positioned to notice. If your setup feels simple but you’ve never had someone check whether it’s efficient, that’s usually where the money is hiding. Request a callback.

Disclosure

This case study is a composite illustration based on real Alphanso client scenarios. Names and identifying details have been changed for privacy. Results are not guaranteed and will vary based on individual circumstances. All investing involves risk, including the possible loss of principal. Alphanso LLC is a registered investment adviser.