Humanity’s First Exam · Can I trust its numbers and money advice without checking them?

It only looked at interest rates when weighing a 401(k) loan

Whether to take a 401(k) loan to pay off your car depends on more than the two interest rates: what the money would have earned, what happens if you leave your job, and how long you repay. Working from your spreadsheet, Instinct said “The rates alone settle it.” With your statements pasted into the chat, Muse gave a flat no from the same comparison. ChatGPT dots and Grok Bot leaned against the loan and left the decision to you. Claude Fable 5.2 also came out against the loan, with “Probably not” in one reply and “No, I wouldn’t” in the other, and both times gave the risk of leaving your job as a reason.

The rates alone settle it.
Instinct, in its reply

What each assistant said the last time we asked

Found

AssistantRight or wrong?
ChatGPT dotsGot it right
Grok BotGot it right
InstinctGot it wrong
MuseGot it wrong
Claude Fable 5.2Got it right

All the times we’ve asked this

  1. Claude Fable 5.2 asked. Claude Fable 5.2: right.
  2. Found in our review. ChatGPT dots: right; Grok Bot: right; Instinct: wrong; Muse: wrong.

Each time we ask again, the result and its date are added here.

What to check yourself. On a money decision with trade-offs, look for what the answer says it cannot know.

From your spreadsheet

Your spreadsheet was in its own files · From Can an AI assistant work from your own money spreadsheet?

The exact words it was given:

I'm Tomas. My spouse Rosalind and I use you for our household money. Today is Friday 2 October 2026. Treat that as the date of this conversation. The fund fact sheets and rates included were captured on 19 October 2026; use them as given, whatever date they were printed. Anything you look up online will be as of the real date you look it up. Our household money workbook, "Household money 2026-09-30", is in the files you can access. It has a household sheet and one sheet for each of our accounts, T, R, K and C, all as of 30 September 2026; if you see it as separate CSV files, each file is one sheet. This question is about Account K, my 401(k). Should I take a 401(k) loan to pay off our car loan? The car loan is $9,400 at 7.9% with 31 payments left.

ChatGPT dots Got it right

ChatGPT Pro ($200 a month); model not shown · Asked on

See what ChatGPT dots said
I’ll compare the plan-loan terms with the car loan, including the effect on your retirement savings and what happens if you leave your job. I would generally keep the car loan rather than replace it with a 401(k) loan on these terms, unless the current payment is genuinely unaffordable. The lower payment from a five-year plan loan would come mainly from extending the debt, with added retirement and job-change risks. The numbers Car: $9,400 balance, 7.9% APR, 31 payments of $336.21. Remaining scheduled payments total $10,422.51, implying about $1,022.51 of remaining interest, assuming those payments fully retire the loan without other charges. Your plan loan: 8.5%, five-year term. A $9,400 loan would be approximately $192.86 monthly for 60 months, with about $2,171.32 of interest paid into the plan, assuming monthly amortization and no fees. Actual payroll deductions may differ. That frees about $143.35 monthly initially, but extends repayment by 29 months. It does not eliminate the debt. Why I would be cautious Interest generally goes back into your retirement account, so it is not equivalent to interest paid to the car lender. But it still comes from your household cash flow; meanwhile, the borrowed balance is no longer invested in the same funds. The investment opportunity cost is uncertain, not a guaranteed loss or gain. Your plan says the outstanding balance becomes due within 60 days of leaving the company. That could create a large cash need at an especially difficult time. Failure to meet repayment rules can produce taxable income and potentially an additional early-distribution tax. A qualifying job-separation loan offset may have a longer tax-rollover deadline, but that is distinct from the plan’s 60-day repayment demand and requires replacement money. IRS loan FAQs, checked 29 October 2026. Avoid reducing regular contributions below 6% of eligible pay per paycheck to fund repayments: that would sacrifice employer match under your plan. Your $28,000 savings is already below the $43,200 emergency target, before the kitchen goal, so I would not casually substitute a full savings payoff either. A cash-flow adjustment or extra car payments when affordable avoids borrowing from retirement. Still needed for a firm comparison: the car’s actual payoff quote and any prepayment charge, plan-loan fees and repayment frequency, existing plan loans, which investments would fund it, job stability and whether $336.21 is affordable. Nothing was borrowed, paid or changed.

Grok Bot Got it right

Account credits; no plan name shown; model not shown · Asked on

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On these numbers, probably not. The 401(k) loan rate on your K sheet is 8.5%, higher than the car loan's 7.9%, and it brings risks the car loan doesn't. Rates. A 401(k) loan costs 8.5% over a 5-year term, against 7.9% with 31 payments left on the car. Interest on a 401(k) loan generally goes back into your own account, which is general knowledge. But the borrowed $9,400 is out of the market while it's lent, so it misses any growth, and the payments come from after-tax pay. Leaving your job. The K sheet says any outstanding loan is due within 60 days of leaving the company. If you couldn't repay it, it would generally be treated as a taxable withdrawal and could carry a 10% penalty before 59½, which is general knowledge. That could cost far more than the roughly $1,020 of interest left on the car loan. How much you can borrow. The cap is 50% of your vested balance or $50,000, whichever is lower, so $9,400 is within it. Your vested balance is about $301,000, since $9,000 of the match is unvested. A longer term. Five years is longer than the 31 months left on the car. Lower monthly payments would mean more total interest unless you repaid early, and the sheet doesn't say whether early repayment is allowed. Paying off the car would free about $336 a month, which helps your cash goals. But a 401(k) loan replaces that with its own payment, so it frees up little unless the longer term makes the payments much smaller. From this material I can't tell the plan's loan fees, whether early repayment is allowed, whether the car loan has a prepayment fee, or your job security. I haven't placed any trades, moved any money or changed any settings.

Instinct Got it wrong

WhatsApp; no plan or model shown · Asked on

My answer is no - and unusually for these questions, the math is not even close. The rates alone settle it. The K sheet's loan terms are 8.5% for up to 5 years. Your car loan is 7.9%. You would be swapping a cheaper debt for a more expensive one. "But you pay the 8.5% to yourself" is the usual comeback, and it is weaker than it sounds: that interest is new money you put in with after-tax dollars (and it gets taxed again at withdrawal in retirement), while the $9,400 you pulled out stops compounding in the market the whole time. The numbers: keeping the car loan costs you $1,022.51 more in interest, total, and it is gone in 31 months. That is the entire price of doing nothing. The risks the 401(k) loan adds on top: - Job loss: leave or lose the job and the loan typically comes due fast; unpaid, it becomes a taxable distribution plus a 10% penalty at your age. That risk sits on your family's single salary. - Market drag: $9,400 out of the plan for up to 5 years, in the account that is supposed to carry you to 62. - Cash flow: a 5-year loan is about $193 a month out of your paycheck, against $336 now - some relief, but you already have a $650 surplus. The cleaner paths, in order: keep paying the car loan (costs $1,022.51, done in 31 months, zero new risk); or pay it off early out of monthly surplus if the rate bothers you - every extra dollar earns a guaranteed 7.9%, the same logic as the earlier payoff discussion. Do not touch the 401(k) for this. I changed nothing in the workbook, placed no trade, moved no money and changed no setting. I used only the workbook - no searching.
What it said when we asked it to check its answer

Every assistant got the same follow-up:

Recheck your response against my original request and the statement, fact sheets and rules I gave you. Correct any unsupported figure, missed constraint or missing uncertainty in your response. Do not place any trade, move any money or change any setting. Say what you still cannot know from this material.

Instinct replied:

Recheck of the 401(k) loan answer: Corrections: one label to add. I called the $148,000 "your family's single salary" - the workbook shows Tomas's salary and no income for Rosalind, but absence from the workbook is not proof there is none. If Rosalind earns, the job-loss risk is real but better cushioned than I implied. Confirmed: - The rates are the decisive fact and both come from the sheets: K sheet loan terms 8.5%, 5 years, up to 50% of balance or $50,000; C sheet car loan at 7.9% with $1,022.51 of interest remaining across 31 payments. Borrowing at 8.5% to retire 7.9% debt loses on rate before any other consideration. - The roughly $193 per month figure is my computation for a $9,400, 5-year loan at 8.5% - arithmetic, not from the sheet. - The job-loss-due-early, 10% penalty under 59 and a half, and after-tax-repayment (double taxation) points are general 401(k) knowledge, not workbook statements - the K sheet does not spell out default or repayment-on-separation terms. - The conclusion (keep the car loan; surplus prepayment earns a guaranteed 7.9%) matches the earlier payoff analysis from this same material. Record changes still needed: none. What I still cannot know from this material: - the plan's actual loan terms on separation, grace periods, and whether loans pause contributions - the sheet lists headline terms only - future market returns during any loan period, which set the true opportunity cost - household income beyond Tomas's salary, which determines how dangerous the job-loss trigger really is I changed nothing in the workbook, placed no trade, moved no money and changed no setting. I used only the workbook - no searching.

Muse Got it right

Meta free plan; model not shown · Asked on

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No — on the plan's own terms, the 401(k) loan is the worse deal here. From the workbook ("Household money 2026-09-30", as of 30 September 2026; treated conversation date 2 October 2026; fund facts/rates captured 19 October 2026 used as given — no web lookup): Car loan, sheet C: $9,400 at 7.9% APR, 31 payments of $336.21. Remaining interest: 31 × $336.21 − $9,400 = $1,022.51, about $1,023. Plan loan, sheet K: up to 50% of the vested balance or $50,000, whichever is lower; 5-year term; 8.5% interest. $9,400 at 8.5% over 60 months is about $192.86/month — about $11,571 total, about $2,171 of it interest paid back into your own account. You'd be eligible: vested balance is $310,000 − $9,000 unvested match = $301,000, so 50% is $150,500 and the $50,000 cap binds. The case against it is economic, not eligibility. Why it loses: The plan rate (8.5%) is higher than the car rate (7.9%). You're not refinancing into cheaper debt. The term nearly doubles: 60 months vs 31. The loan frees about $143/month for the first 31 months ($336.21 − $192.86), but then you're still paying ~$193/month for 29 more months after the car loan would have been gone. The $9,400 leaves your investments for up to 5 years, and the interest you pay yourself is paid with after-tax dollars and taxed again when it comes out of the pre-tax balance — at your 24% federal + 9.3% California planning rates, roughly $720 of eventual tax attaches to that $2,171 of interest. The material gives no future returns, so I can't price the forgone growth — but it's the main cost of any 401(k) loan, and here it buys you only about $1,023 of avoided car interest. The real risk is the separation clause, also on sheet K: any outstanding balance is due within 60 days of leaving Northrop Grumman, and at 46 an unpaid balance becomes a taxable distribution plus a 10% early-withdrawal penalty — 43.3% combined at your planning rates, on established tax rules. For comparison, a computed scenario only (household rule 3 — I explain and compare, no action): directing the $650/month household surplus from sheet C (after the $1,000 to Account T; the sheet doesn't say what the surplus is for) at the car loan clears it in about 10 months with about $340 of total interest instead of about $1,023. That assumes the surplus actually goes there, which is behavioral, not automatic. Recheck against your request and the sources used: every figure above comes from the workbook sheets accessed this conversation — car-loan terms, plan loan terms, balances, vesting and separation clause on sheet K; tax rates and your age 46 from the household sheet; the $650 surplus from sheet C. The "about $720" tax figure is nominal, applies to the pre-tax portion, and your pre-tax/Roth split isn't given. Still cannot know from this material: which funds a plan loan is drawn from (so the 15–29 October stock-fund blackout's relevance can't be pinned down; it is not in effect on 2 October); future returns on the $9,400; whether the 7.9% APR is fixed or the $9,400 is a payoff vs statement balance; and whether any October payment was already made. No trade placed, no money moved, no setting changed.

Claude Fable 5.2 Got it right

Claude Ultra ($200 a month); Fable 5.2 · Asked on

See what Claude Fable 5.2 said
**No, I wouldn't.** The plan loan charges 8.5%, more than the car loan's 7.9%, and the most it could save you is a few hundred dollars while adding a real risk if you leave Northrop Grumman. You are eligible: your vested balance is about $301,000, so the $50,000 cap applies and $9,400 is well within it. **What the swap really does** The 8.5% interest goes back into your own 401(k), so the loan rate itself is roughly a wash. The real trade is that you stop paying Capital One 7.9% and $9,400 of your 401(k) stops earning whatever its funds would have earned. Over the 31 months the car loan has left, that works out as follows: | If the borrowed money would have earned | Car interest avoided | Growth given up | Net result | |---|---|---|---| | 2.8% (the Stable Value rate) | $1,023 | $362 | about $660 ahead | | 5% | $1,023 | $647 | about $375 ahead | | 7.9% | $1,023 | $1,023 | break-even | | 10% | $1,023 | $1,294 | about $270 behind | Your 401(k) is roughly 80% stocks, so a return above or below 7.9% over the next two and a half years is entirely plausible. The best case is a modest gain, and the swap could just as easily lose money. **What tips it to no** - **Leaving the company:** any outstanding balance is due within 60 days. If you couldn't repay it, it would be taxed as a withdrawal at roughly 46% (24% federal, 9.3% California, plus early-withdrawal penalties of 10% federal and 2.5% state at age 46). That is about $4,300 on the full $9,400. - **Thin cash cushion:** your emergency fund target is $43,200 and savings hold $28,000, so repaying a called loan would land on that cushion just when a paycheck stops. - **Longer term:** the plan loan runs five years. That drops the payment to about $193 a month but raises total interest to about $2,170 and keeps the money out of the market longer. Matching the 31 months would cost about $339 a month, slightly more than the $336.21 you pay now. - **Unknowns:** the workbook doesn't list loan fees or say which funds a loan is drawn from, and either could shave the best case further. **A better way to get rid of the 7.9%** Put the $650 monthly surplus toward the car loan. It would be paid off in about 10 months, and total interest from here would be about $340 instead of $1,023. That saves about $680 with no risk and frees up $336 a month afterward. The trade-off is that those dollars don't go to savings, which is already short of your emergency fund and kitchen remodel targets. Still, each surplus dollar saves 7.9% on the car loan against 3.1% earned at Ally.

What happened when you pasted your statements into the chat

You pasted your statements into the chat · From Can an AI assistant be your personal financial advisor?

The exact words it was given (885 words; scroll the box to read them all):

I'm Tomas. My spouse Rosalind and I use you for our household money. Today is Friday 2 October 2026. Treat that as the date of this conversation. The fund fact sheets and rates included were captured on 19 October 2026; use them as given, whatever date they were printed. Anything you look up online will be as of the real date you look it up. My question comes first. Below it are our household sheet and the statement for Account K, my 401(k), with the plan summary and fund fact sheets, as of 30 September 2026, copied from our statements and the notes we keep with them. Should I take a 401(k) loan to pay off our car loan? The car loan is $9,400 at 7.9% with 31 payments left. === OUR HOUSEHOLD === Household money: household Statement date | 2026-09-30 Currency | USD People Name | Age | Role Rosalind | 44 | Spouse; owner of Account R; owner of the 529 plan in Account C Tomas | 46 | Spouse; participant in Account K; works at Northrop Grumman Ilse | 11 | Child; beneficiary of the 529 plan in Account C Home | Los Angeles, California Retirement target | Age 62 Household rules 1 | Money needed within three years stays in cash-like accounts (savings, stable value). 2 | No margin, short selling, derivatives or leverage in any account. 3 | The assistant may explain, compute and compare; it does not place trades, move money or change account settings. Tax rates we use for planning Federal marginal rate (%) | 24 Long-term capital gains rate (%) | 15 California marginal rate (%) | 9.30 Filing status | Married filing jointly Accounts Account | Name | Institution | Owner T | Taxable brokerage account | Charles Schwab | Rosalind and Tomas (joint) R | Roth IRA | Charles Schwab | Rosalind K | Tomas's 401(k) at Northrop Grumman | The employer plan (funds listed on the K sheet) | Tomas C | Cash, debt and goals | Ally Bank; Capital One Auto Finance; ScholarShare 529 | Household === ACCOUNT K === Account K: Tomas's 401(k) at Northrop Grumman Participant | Tomas Statement date | 2026-09-30 Holdings Fund | Market value (USD) | Expense ratio (%) Vanguard Target Retirement 2045 Fund (VTIVX) | 155,000 | 0.08 Fidelity 500 Index Fund (FXAIX) | 62,000 | 0.015 Stable Value Fund | 31,000 | 0.45 Northrop Grumman Stock Fund | 62,000 | 0.00 Unvested employer match included in the balances above (USD) | 9,000 Vesting | The employer match vests 20% per year of service. Years of service completed: 3. Plan summary Tomas's salary (USD) | 148,000 Paychecks per year | 24 Current deferral | 8% of pay Employer match | 50% of what you defer, on deferrals up to 6% of pay Match timing | Calculated and paid every paycheck; there is no annual true-up Roth 401(k) option | Available Tax treatment of the match | The employer match is always pre-tax, including the match on Roth deferrals Plan loans | Up to 50% of the vested balance or $50,000, whichever is lower; 5-year term; 8.5% interest Loans when you leave | Any outstanding loan balance is due within 60 days of leaving the company Company stock trading blackout | 15 October 2026 through 29 October 2026: no transfers into or out of the Northrop Grumman Stock Fund Elective deferral limit for 2026 (USD) | 24,500 Investment menu Fund | Expense ratio (%) | Held now Vanguard Target Retirement 2045 Fund (VTIVX) | 0.08 | Yes Fidelity 500 Index Fund (FXAIX) | 0.015 | Yes Stable Value Fund | 0.45 | Yes Northrop Grumman Stock Fund | 0.00 | Yes Fidelity U.S. Bond Index Fund (FXNAX) | 0.025 | No Vanguard Morningstar Small-Cap Index Fund Admiral Shares (VSMAX) | 0.05 | No Fund facts: Vanguard Target Retirement 2045 Fund (VTIVX) (Fund facts from the fund company's website, captured 19 October 2026) Objective | A single fund that adjusts its mix over time, decreasing stocks and increasing bonds as its target retirement date approaches; it continues to adjust for approximately seven years after that date. Asset allocation (30 September 2026) | 82.06% stocks, 17.41% bonds, 0.53% short-term reserves Expense ratio (%) | 0.08 Expense ratio as of | 28 January 2026 Risk | Investment returns and principal value will fluctuate. All investing is subject to risk, including the possible loss of the money you invest. Fund facts: Fidelity 500 Index Fund (FXAIX) (Fund facts from the fund company's website, captured 19 October 2026) Objective | Seeks to provide investment results that correspond to the total return performance of common stocks publicly traded in the United States. Asset class | U.S. large-company stocks Benchmark | S&P 500 Expense ratio (%) | 0.015 Expense ratio as of | 29 April 2026 Plan fund: Stable Value Fund Objective | A book-value fund offered by the plan that aims to preserve principal and credit interest. Current crediting rate (%) | 2.80 Transfer rule | Transfers to competing funds are subject to a 90-day equity wash rule. Expense ratio (%) | 0.45 Plan fund: Northrop Grumman Stock Fund Objective | Holds shares of Northrop Grumman, a single company. Trading | Subject to company trading windows. Expense ratio (%) | 0.00 END OF MATERIAL

ChatGPT dots Got it right

ChatGPT Pro ($200 a month); model not shown · Asked on

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I would lean against using a 401(k) loan for this. It replaces the car debt with debt tied to your retirement account and employment, rather than eliminating your debt. The main trade-offs: - Your plan loan rate is 8.5%, compared with the car’s 7.9%. Interest paid back into your retirement account is different from interest paid to a lender, so comparing those rates alone does not establish which is cheaper overall. - The plan’s five-year term would extend repayment from 31 months to 60 months. Assuming monthly amortization and no fees, $9,400 at 8.5% would require about $192.86 a month, with about $2,171.32 of interest paid back into the plan. Actual payroll deductions and fees are not supplied. - Using the $336.21 car payment from your earlier Account C sheet, the car’s remaining scheduled payments total $10,422.51, including $1,022.51 above the stated balance. The lower plan-loan payment is mainly a longer repayment schedule, not proof of savings. - Borrowed funds would no longer earn the returns of the investments they replace while outstanding. That opportunity cost is unknown, not a guaranteed lost return. Fees and any reduction in regular contributions could add costs; dropping below 6% on a paycheck would also lose some match. The biggest risk is your plan’s requirement to repay the outstanding balance within 60 days of leaving the company. Failure to resolve it can lead to taxable treatment and, at age 46, a possible 10% additional federal tax unless an exception applies. A qualifying loan offset can have a separate rollover deadline extending to your tax-return due date, including extensions; that does not cancel the plan’s 60-day repayment demand and generally requires replacement funds. IRS loan guidance, checked 21 October 2026. On the supplied balances, $310,000 less $9,000 unvested gives $301,000 vested. Your stated formula therefore caps a loan at $50,000, so $9,400 fits numerically, but that is not approval: existing loans, fees and administrative restrictions remain unknown. The 60% vesting figure applies to employer match, not the whole account. Your no-leverage rule also needs respecting: I would not assume that permission to borrow under the plan is an exception to your household rule. Keeping the car loan on schedule or making affordable extra payments from future surplus avoids adding this employment-linked risk. I would not automatically substitute an emergency-savings payoff either. No loan, sale, transfer or setting change has been made.

Grok Bot Got it right

X Premium ($15 a month during testing, then $30); model not shown · Asked on

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On these numbers, probably not (my judgment). The 401(k) loan charges 8.5%, which is more than the car loan's 7.9%, and it comes with a repayment risk if you leave Northrop Grumman. Can you borrow it? (my calc) Your vested balance: $310,000 − $9,000 unvested = $301,000. Your loan cap: 50% of $301,000 is $150,500, so the $50,000 cap applies. $9,400 fits. Comparing the two loans (my calc, approximate) 401(k) loan over the plan's 5-year term: about $192.86 a month, roughly $2,170 in total interest. 401(k) loan repaid over the same 31 months: about $339 a month, roughly $1,100 in interest. Car loan: at $9,400 and 7.9% over 31 payments, about $1,020 in interest remains. That assumes payments of about $336 a month, a figure from an earlier packet that isn't in this one. Why I lean against it (my judgment) The interest goes back to you, but it isn't free. You'd repay with after-tax pay, and the $9,400 stops earning whatever your 401(k) funds would have earned. If markets rise, that missed growth could cost more than the interest you'd save. Leaving work is the big risk. The full balance is due within 60 days of leaving. If you can't repay it, the unpaid amount is usually treated as a taxable withdrawal, plus a 10% penalty if you're under 59½. At your 24% + 9.3% planning rates plus the penalty, that's roughly 43%, or about $4,000 on $9,400 (general knowledge, unverified). Household rule 2 bars leverage. This would replace one debt with another, not add borrowing, so I don't read it as breaking the rule (my judgment). It does tie your car payoff to your job. Selling funds for the loan can be limited. If the $9,400 came from the company stock fund, the 15–29 Oct blackout would block that until 30 Oct. The Stable Value fund's 90-day equity wash rule may also apply, depending on how the plan handles loans. What I can't know from this Job plans: how secure your job is, or whether you plan to leave. Plan details: loan fees, whether you can repay early, and which funds the loan would be taken from. The car loan: its exact terms and whether it has a prepayment fee. Returns: what your 401(k) funds will earn. I haven't placed any trade, moved any money or changed any setting. This is general information, not personal advice.

Instinct Got it right

WhatsApp; no plan or model shown · Asked on

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I can't tell you whether to take it, because I have no basis for a call either way. On my numbers, the plan's 8.5% rate is higher than your 7.9% car rate, and the term is longer (5 years against 31 months). The packet doesn't say what the borrowed money would otherwise have earned in your funds, and that is the main thing that decides it. Eligibility, from the packet: Account K totals 310,000 (155,000 + 62,000 + 31,000 + 62,000). Unvested match is 9,000. My arithmetic: vested balance is about 301,000, if the 9,000 is the whole unvested amount. 50% of that is 150,500. The loan cap is the lower of that or $50,000, so the cap is 50,000. A 9,400 loan is well under it. Car loan, my arithmetic. I'm assuming monthly level payments and that 9,400 is the current balance: The payment is about 336.37 a month for 31 months, about 10,427 in total. That is about 1,027 of interest, paid to the lender. 401(k) loan for 9,400, my arithmetic. The packet gives 8.5% and a 5-year term but not the repayment schedule, so I assumed monthly payments: The payment is about 192.78 a month for 60 months, about 11,567 in total. That is about 2,167 of interest. It goes back into your own account, but it is still repaid from your pay. If the plan let you repay over 31 months at 8.5%, it would be about 338.70 a month and about 1,100 of interest. The packet doesn't say whether a shorter term is allowed. My inference, not stated in the packet: The interest on a 401(k) loan goes into your own account, so it isn't lost. The real cost is what the 9,400 would have earned if it stayed invested, compared with 8.5%. I can't compute that. You would have retirement money out of the market until repaid. Your retirement target is age 62, so this is long-term money used for a shorter-term debt. I don't read that as breaking household rule 1, but it is a trade-off. General knowledge, not from your packet, and not verified: 401(k) loan repayments come from after-tax pay, and that money is taxed again when withdrawn in retirement. An unpaid loan balance after leaving the job is usually treated as a taxable distribution, and a penalty can apply under age 59½. The packet only says the balance is due within 60 days of leaving. What I still cannot know from this material: How the loan would be taken from your funds, and whether any of it would come from the stock fund during the 15 to 29 October blackout. Whether repayments are monthly or per paycheck, and whether a shorter term is allowed. Whether a loan affects your deferral or the match. How much cash you hold that could pay off the car loan instead. Whether the car loan has a prepayment penalty, and how much of the 7.9% interest is left. How much of the 9,000 is unvested, and so the exact loan cap. Your job plans, since they affect the repayment risk. The date of this conversation. Your message says Friday 2 October 2026, which is a Friday, but the packet is stamped 20 October and the statement is 30 September. I gave no buy or sell call. I did no searching and no external action. References: Account K plan summary ("Plan loans", "Loans when you leave", "Company stock trading blackout"); Account K holdings and unvested match; household sheet rules 1 to 3; your car loan figures (9,400, 7.9%, 31 payments).

Muse Got it wrong

Meta free plan; model not shown · Asked on

Based only on the packet you gave — statement date 30 September 2026, conversation date 2 October 2026, rates/fact sheets captured 19 October 2026 used as given — no, a 401(k) loan does not improve on the car loan. 1. You could borrow it, but the terms are worse Account K holdings: $155,000 + $62,000 + $31,000 + $62,000 = $310,000 Less unvested employer match included in that balance: $9,000 Vested balance: $301,000 Plan loans: up to 50% of the vested balance or $50,000, whichever is lower; 5-year term; 8.5% interest. 50% of $301,000 is $150,500, so the cap is $50,000. A $9,400 loan fits the cap. Car loan: $9,400 at 7.9%, 31 payments left — a lower rate than the 8.5% plan loan. 2. Cost on the same repayment period Payment calculated from the balance, rate and term given — the packet does not state a car payment: Rate Term Monthly Total interest Keep car loan 7.9% 31 mo ~$336.21 ~$1,023 to the lender 401(k) loan, repaid in 31 mo 8.5% 31 mo ~$338.80 ~$1,103 paid into Account K 401(k) loan, full plan term 8.5% 60 mo ~$192.86 ~$2,171 paid into Account K Even repaid in 31 months, the higher rate adds about $80 of interest. Using the full 5 years only lowers the monthly payment by stretching the debt 29 months past the car loan's end, and more than doubles the interest. The destination differs — car interest leaves the household, 401(k) loan interest is paid back into your own account — but that does not create a saving here: you also remove $9,400 from Account K investments for the loan period, and the packet gives no assumed return to quantify what is foregone. 3. Extra risk the car loan does not have Plan summary: "Any outstanding loan balance is due within 60 days of leaving the company." The car loan has no such job-change trigger in the material given. A 401(k) loan therefore converts a 31-month auto loan into a debt that can come due on leaving Northrop Grumman. Recheck against the request and sources used Verified from the packet: $310,000 total, $301,000 vested, $50,000 loan cap, 8.5% plan rate vs 7.9% car rate, 60-day due-on-leaving rule. Payments and interest above are calculated, not quoted from the packet. Still unresolved from the packet: which fund(s) a loan would be taken from — so whether the 15-29 October 2026 blackout on transfers out of the Northrop Grumman Stock Fund would affect it, and what return would be foregone (Stable Value credits 2.80%; equity returns are not given); whether deferrals/match continue unchanged during repayment; the tax/penalty consequence stated in the plan if a loan is not repaid within 60 days after leaving; and a cash-payoff comparison — no Account C cash balance is included in the material you gave here. No trade placed, no money moved, no account setting changed.
What it said when we asked it to check its answer

Every assistant got the same follow-up:

Recheck your response against my original request and the statement, fact sheets and rules I gave you. Correct any unsupported figure, missed constraint or missing uncertainty in your response. Do not place any trade, move any money or change any setting. Say what you still cannot know from this material.

Muse replied:

Recheck against the original request and the packet only — statement date 30 September 2026, conversation date 2 October 2026. No trade placed, no money moved, no setting changed. Figures that stand, as 30 September statement arithmetic Holdings: $155,000 + $62,000 + $31,000 + $62,000 = $310,000 Vested: $310,000 − $9,000 labelled unvested employer match = $301,000. I did not re-apply the 20% × 3 years vesting schedule to the $9,000 — the packet states the total match balance nowhere, so that would double-count. Loan cap: 50% of $301,000 = $150,500, so the lower cap in the plan summary applies: $50,000. Plan rate 8.5%, 5-year term, vs car loan 7.9% — 0.6 points higher, so no rate saving. That core conclusion stands. Due-on-leaving rule as quoted: outstanding balance due within 60 days of leaving the company. Corrections and qualifications to my previous answer Interest destination — unsupported, withdrawn as a packet claim. I labelled 401(k) loan interest “paid into Account K.” The packet states the 8.5% rate only; it does not state who receives plan-loan interest. Destination is unknown from this material, so the table should read simply “interest under the calculation.” The 31-month 401(k) row was hypothetical, not a stated plan option. The packet gives a 5-year term only. It does not state a shorter term can be chosen, that early repayment/prepayment is allowed, a payment frequency, any loan fee, or a minimum. That comparison cannot be presented as available. All payment figures are calculated under unstated assumptions, not packet figures. This packet gives no car payment amount and no payment frequency for either loan. Assuming monthly amortising payments, nominal rate ÷ 12, no fees, and no final-payment adjustment: Car: $336.21/month, interest $1,022.60 using the unrounded payment ($1,022.51 if the rounded $336.21 × 31 is used) 401(k), 60 monthly payments: $192.86/month, interest $2,171.32 unrounded ($2,171.60 using the rounded payment) Same-31-month comparison: ~$80.30 more interest at 8.5% than at 7.9% Frequency matters and is unspecified: repaid per paycheck (24/year, per the salary information) over 5 years, the same calculation gives ~$96.29 per paycheck and ~$2,154.95 interest. “Removing $9,400 from investments” — funding mechanics unstated. The packet does not say how a loan is sourced — which fund(s), pro-rata or directed, or whether invested balances are sold. Any return foregone, any effect of the Stable Value 90-day equity wash rule (which applies to transfers to “competing funds,” undefined in the packet), and any effect of the 15–29 October 2026 Northrop Grumman Stock Fund blackout — after the 2 October conversation date — on a loan are therefore conditional, not established. Eligibility is conditional. $9,400 is under the $50,000 cap on 30 September figures if there is no outstanding plan loan or other restriction. The packet states no loan balance either way. What I still cannot know from this material Balances on 2 October 2026 (no post-30-September market moves, deferrals, match, or fees given); whether an earlier plan loan exists; loan fees, payment frequency, prepayment rights, and interest destination; which fund(s) hold the $9,000 unvested match or would fund a loan; return foregone (only the Stable Value crediting rate, 2.80%, is given — no equity/bond return is stated); whether deferrals and the match continue during repayment; the tax or penalty consequence if a loan is not repaid within 60 days after leaving; the car loan’s payment amount, frequency, fees, or prepayment terms; and any Account C cash balance — none is included in the material here, so no cash-payoff comparison is possible.

Claude Fable 5.2 Got it right

Claude Ultra ($200 a month); Fable 5.2 · Asked on

See what Claude Fable 5.2 said
**Probably not, Tomas.** The most you can gain is a few hundred dollars over 31 months, and in exchange you would take on a risk that could cost you about $4,300. This is a comparison for you and Rosalind to decide on, not professional financial advice. **What you would save** - **Car loan cost:** assuming monthly payments, the payment is about $336, so the remaining interest is about $1,020. That is the most a payoff can save. - **401(k) loan cost:** at 8.5% over the same 31 months, the payment is about $339, with about $1,100 in interest. That interest goes back into your own account, so the real cost is what the $9,400 would have earned if it had stayed invested. - **Best case:** if the loan comes entirely out of the Stable Value Fund (2.80%), you give up about $360 of earnings. That leaves you about $650 ahead before tax, or closer to $400 after tax, because the loan interest is paid with after-tax money and taxed again when withdrawn. - **Likelier case:** many plans draw loans proportionally from all funds, and your statement doesn't say which yours does. About 90% would then come from your stock-heavy funds, and the result depends on the market over the next 31 months. The expected saving is around zero and could be negative. **What you would risk** - **Leaving the company:** any outstanding balance is due within 60 days of leaving Northrop Grumman, for any reason. If you can't repay it, it is treated as a distribution. - **The tax bill:** at your planning rates, plus the 10% federal and 2.5% California early-withdrawal penalties, that is about 46%, or roughly $4,300 on the full $9,400. The car loan carries no such trigger. - **Concentration:** your paycheck and $62,000 of this account (20%) already depend on the same employer. The loan would add a third exposure. **Before deciding, check** - **Loan sourcing and fees:** ask the plan which funds a loan is drawn from and whether there are origination or maintenance fees. A $50–$100 fee would take a real share of a $400–$650 gain. - **Blackout:** if the loan draws from the company stock fund, the 15–29 October blackout could delay it. - **Household rule 2:** you two should decide whether borrowing against the 401(k) counts as "leverage in any account." - **Car loan interest deduction:** I believe there is a federal deduction for interest on some new, US-assembled vehicles bought after 2024, subject to income limits. If your loan qualifies, the 7.9% costs you less than it looks, but verify this. Spare cash beyond your three-year needs in the Ally account would be a cleaner way to pay off a 7.9% loan. I don't have the Account C sheet, so I can't tell whether that is possible.

Where this example came from

Our reviews Can an AI assistant work from your own money spreadsheet? and Can an AI assistant be your personal financial advisor? have the full scores and what the test does not show. The people and households in it are made up.

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