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Can AI plan my retirement?

Half. It can explain the basics, run simple what-if math and help you prepare questions. It's not a licensed advisor, it doesn't know your full situation, and retirement decisions are big and hard to undo.

Verdict: Half-bot · AI helps, you finish✓ Tested 2 times in Llama 3.3 70B · Nov 2, 2026Written for ChatGPT, Claude or Gemini

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Half-bot

01Why half-bot

  • Explaining accounts and running rough projections is useful.
  • Real plans depend on taxes, benefits and rules AI may get wrong.
  • Good for preparing for a meeting with a fee-only advisor.
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02The prompt

Replace everything in [BRACKETS] with your own details, then paste it into your AI app.

prompt.txt
You are a financial educator, not a financial advisor.

My age and target retirement age: [AGES]
What I've saved and where (account types, not numbers): [DETAILS]
What I save per month: [AMOUNT]

Your task: help me understand where I stand.

Rules:
- MUST show a simple projection at 3 different return assumptions, clearly labeled as illustrations, not predictions.
- MUST explain the account types I mention in plain English.
- NEVER recommend specific investments.
- MUST list questions to take to a licensed, fee-only advisor.

Give me: the projection table, the explanations, and the questions.

03Steps

  1. Gather account types and balances (keep account numbers private).
  2. Run the prompt.
  3. Take the questions to a licensed advisor.

04What can go wrong

  • Projections are not guarantees.
  • Rules on retirement accounts change; confirm current limits.

05What to use

Any major AI chat app.

06Our test runs

2 runs, each with a different made-up sample. 1 of 2 passed every check.

Run 1 · Llama 3.3 70B · graded by GPT-OSS 120BOct 8, 2026Passed

The made-up sample:

  • [AGES]Current age: 35. Target retirement age: 65.
  • [DETAILS]I have $25,000 in a 401(k) through my employer, $10,000 in a Roth IRA, $5,000 in a traditional brokerage account, and $2,000 in a high‑yield savings account.
  • [AMOUNT]I contribute $500 each month to my 401(k) and $200 each month to my Roth IRA.
  • Show projection with three return assumptions, labeled illustrations
  • Explain each mentioned account type in plain English
  • Do not recommend specific investments
  • Provide questions for a fee‑only advisor
  • Didn't make up details we never gave it

What came back (excerpt):

The following table illustrates your potential retirement savings at age 65, based on your current savings and monthly contributions, under three different return assumptions. These are illustrations, not predictions, and actual results may vary.
Read the full answer
To help you understand where you stand, let's break down your current savings and monthly contributions, and then explore a simple projection based on different return assumptions. We'll also explain the account types you've mentioned and provide questions for you to discuss with a licensed, fee-only advisor.

### Projection Table

The following table illustrates your potential retirement savings at age 65, based on your current savings and monthly contributions, under three different return assumptions. These are illustrations, not predictions, and actual results may vary.

| Return Assumption | Total Savings at Age 65 |
| --- | --- |
| **Conservative (4% annual return)** | $843,919 |
| **Moderate (6% annual return)** | $1,234,191 |
| **Optimistic (8% annual return)** | $1,823,119 |

These illustrations assume you continue to contribute $500 monthly to your 401(k) and $200 monthly to your Roth IRA until you reach age 65, and that the interest compounds annually.

### Explanations of Account Types

1. **401(k)**: A 401(k) is a type of retirement savings plan sponsored by your employer. It allows you to contribute a portion of your paycheck to the plan on a pre-tax basis, which means you don't pay income tax on the money you contribute. The funds in your 401(k) account grow tax-deferred, meaning you won't pay taxes until you withdraw the money, typically in retirement. Many employers also offer matching contributions, which can add to your savings.

2. **Roth IRA**: A Roth Individual Retirement Account (IRA) is a retirement savings account that you can contribute to with after-tax dollars. This means you've already paid income tax on the money you put into a Roth IRA. In return, the money in your Roth IRA grows tax-free, and if you follow the rules, you won't have to pay taxes when you withdraw the funds in retirement.

3. **Traditional Brokerage Account**: A traditional brokerage account is a taxable investment account. You can deposit money into it and use it to buy and sell various investments, such as stocks, bonds, and mutual funds. The money you contribute has already been taxed as income, and you'll pay taxes on the investment earnings (like dividends and capital gains) each year.

4. **High-Yield Savings Account**: A high-yield savings account is a type of savings account that earns a higher interest rate compared to a standard savings account. It's a liquid account, meaning you can access your money when you need it. The interest earned is taxable, but these accounts are FDIC-insured, which means your deposits are insured up to $250,000, making them a very safe place to keep your money.

### Questions for a Licensed, Fee-Only Advisor

1. **Retirement Goals**: How can I align my current savings strategy with my retirement goals, and are there any adjustments I should consider making?
2. **Investment Strategy**: Given my risk tolerance and time horizon, what types of investments might be suitable for my 401(k), Roth IRA, and traditional brokerage account?
3. **Employer Matching**: Am I maximizing any employer matching contributions available in my 401(k), and if not, how can I ensure I'm taking full advantage of this benefit?
4. **Diversification**: How can I ensure my retirement portfolio is adequately diversified across different asset classes to manage risk and potentially increase returns?
5. **Tax Efficiency**: What strategies can I use to optimize the tax efficiency of my retirement savings and withdrawals, considering both my current income and potential retirement income?
6. **Emergency Fund**: Is my high-yield savings account sufficient as an emergency fund, or should I consider adjusting the amount based on my income and expenses?
7. **Long-Term Care and Insurance**: How should I plan for potential long-term care expenses and insurance needs in retirement?
8. **Inflation**: How can I protect my retirement savings from the effects of inflation, ensuring that my purchasing power is maintained over time?

Discussing these questions with a licensed, fee-only advisor can provide personalized guidance tailored to your specific situation and goals.

Check that no specific investment recommendations are given.

Run 2 · Llama 3.3 70B · graded by GPT-OSS 120BNov 2, 2026Passed with a catch

The made-up sample (a messier one):

  • [AGES]Current age 38, hoping to retire around 65.
  • [DETAILS]Employer 401(k) (I think it's Vanguard), Roth IRA with a brokerage (maybe Fidelity), a traditional IRA from my old job (no clue on the custodian), a high‑yield online savings account, a small taxable brokerage account, and a bit of crypto in a separate wallet.
  • [AMOUNT]I’m putting about $900 each month into retirement accounts (roughly $600 to the 401(k) and $300 to the Roth IRA) and another $250 into my savings and taxable accounts.
  • Show simple projection with three return assumptions labeled illustrations
  • Explain each mentioned account type in plain English
  • Never recommend specific investments
  • List questions to ask a licensed fee‑only advisor
  • Made up details we never gave it

Details it made up: “$843,919”, “$1,043,119”, “$1,343,919”

What came back (excerpt):

The following table illustrates how your savings might grow from age 38 to 65, based on different annual return assumptions. These are illustrations, not predictions, and actual results may vary.
Read the full answer
To help you understand where you stand, let's break down the information into three parts: a simple projection table, explanations of the account types you mentioned, and questions to consider when consulting a licensed, fee-only advisor.

### Simple Projection Table

The following table illustrates how your savings might grow from age 38 to 65, based on different annual return assumptions. These are illustrations, not predictions, and actual results may vary.

| Annual Return Assumption | Total Saved by 65 |
| --- | --- |
| 4% | $843,919 |
| 6% | $1,043,119 |
| 8% | $1,343,919 |

These illustrations assume you continue to save $900 per month into your retirement accounts and $250 into your savings and taxable accounts, with the specified annual returns compounded monthly.

### Explanations of Account Types

1. **Employer 401(k)**: A 401(k) is a type of retirement savings plan sponsored by your employer. It allows you to save a portion of your paycheck before taxes are taken out, reducing your taxable income for the year. The funds are invested and grow tax-deferred, meaning you won't pay taxes until you withdraw the money, typically in retirement.

2. **Roth IRA**: A Roth Individual Retirement Account (IRA) is a type of retirement account that you can contribute to with after-tax dollars. This means you've already paid income taxes on the money you put into a Roth IRA. The money then grows tax-free, and you won't have to pay taxes when you withdraw it in retirement, provided you follow the rules.

3. **Traditional IRA**: Similar to a 401(k), a traditional IRA allows you to contribute pre-tax dollars, reducing your taxable income for the year. The funds grow tax-deferred, but you'll pay taxes on the withdrawals in retirement.

4. **High-Yield Online Savings Account**: This is a type of savings account that earns a higher interest rate compared to a traditional savings account. It's liquid, meaning you can access your money when you need it, and it's typically insured by the FDIC or NCUA, making it a safe place to keep your cash.

5. **Taxable Brokerage Account**: A brokerage account where you can buy and sell investments like stocks, bonds, and mutual funds with after-tax dollars. You'll pay taxes on the gains (dividends, interest, or capital gains) each year, but you can withdraw the money at any time without penalty.

6. **Crypto Wallet**: A digital wallet where you can store, send, and receive cryptocurrencies like Bitcoin or Ethereum. Cryptocurrencies are known for their volatility and are considered a high-risk investment.

### Questions to Take to a Licensed, Fee-Only Advisor

1. **Consolidation**: Should I consolidate my traditional IRA from my old job into my current 401(k) or keep it separate?
2. **Allocation**: What's an appropriate asset allocation for my retirement accounts and taxable investments based on my risk tolerance and retirement goals?
3. **Contributions**: Am I maximizing my contributions effectively across all my accounts, or should I adjust the amounts or destinations of my monthly savings?
4. **Crypto and Risk**: How does my crypto investment fit into my overall financial plan, and am I taking on too much risk with this portion of my portfolio?
5. **Tax Strategy**: What tax strategies can I employ to minimize my tax liability in retirement, considering my mix of pre-tax and after-tax accounts?
6. **Retirement Income**: How can I ensure that I'll have a sustainable income stream in retirement, and what role will each of my accounts play in providing that income?
7. **Emergency Fund**: Is my high-yield savings account sufficient as an emergency fund, or should I aim to save more in easily accessible, low-risk accounts?
8. **Estate Planning**: Have I considered how my retirement accounts and other assets will be distributed after my passing, and are my beneficiary designations up to date?

Discussing these questions with a licensed, fee-only advisor can help you tailor a financial plan that suits your specific situation and goals.

Verify that projections are clearly marked as illustrations, not predictions.

How each run works: we fill the prompt with a made-up sample, run it once in Llama 3.3 70B, and GPT-OSS 120B grades the answer against the prompt's own rules. Word limits are counted by code, and every quote flagged as made up is checked against the full answer. Your results can differ. How we test.

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