RawAI Chat
HomeScenarios › 401k
SCENARIO · MONEY

“How much should I put in my 401k?”

You're 32, earn $85k, owe $35k in student loans, and want to buy a house. Same prompt went to five AI assistants — here's exactly what each one returned, with a short note on each. Heads-up: the answers below are from free and low-cost tiers — the strongest paid models may not be on the bench yet.

Tested 2026-08-03 Prompt: 1 Models: 5 Tiers: 3 free · 2 paid

At a glance

5 answers — collected 2026-08-03
Same prompt — sent to all models on the same day
Money advice — read the notes, then check with a professional

How they compare

Clarity of planGPT-OSS · Nemotron
2026 limit accuracyLing · Nemotron
Loan handlingNemotron · Llama
Pre-tax vs RothGPT-OSS · Ling
The scenario

A 32-year-old American with a new raise has three competing goals: 401k contributions (with employer match), paying off $35,000 in student loans at 6.8%, and saving for a house in three years. The prompt asks for a priority order, pre-tax vs Roth, and the 2026 contribution limit.

THE PROMPT SENT TO ALL MODELSI'm 32, earn $85,000, and my employer matches 50% of contributions up to 6% of salary. I also have $35,000 in student loans at 6.8% and I'd like to buy a house in the next three years. How should I prioritize: 401k contributions, paying off loans, or saving for a down payment? Explain pre-tax vs Roth and the 2026 contribution limit.
1GPT-OSS 20B
FREEvia OpenRouter
### Quick‑Answer (one‑liner) > 1️⃣ Max out the 401(k) match first (6 % of salary) > 2️⃣ Then put the rest of your money toward the student‑loan balance (as soon as the match is maxed out) > 3️⃣ Finally, save for the down‑payment, but keep a small “rain‑y‑day” cushion in a high‑yield savings account. Below is the reasoning, the numbers that matter, and a brief primer on pre‑tax vs. Roth and the 2026 contribution limit. --- ## 1. The Big Picture | Goal | 3‑Year Horizon | How it feels | Tax impact | Key Numbers | |------|----------------|--------------|^\*|-------------| | 401(k) match | Immediate | “Free money” → 50 % of 6 % of salary | Pre‑tax (traditional) or Roth (if you choose) | sakk | | Student‑loan payoff | 3–5 years (if you pay extra) | Reduces interest, improves credit | Pre‑tax (you can deduct interest up to $2,500) | 6.8 % APR | | Down‑payment | 3 years | Usually 10–20 % of purchase price | Cash (pre‑tax) | 30 % down on a $400k house = $120k | \*If you contribute to a Roth, you pay tax now (at ~24 % marginal rate) and withdraw tax‑free in retirement. A pre‑tax (traditional) contribution reduces your taxable income now IMDb. --- ## 2. Why 401(k) First? 1. Employer Match = 100 % ROI * 6 % of $85k = $5,100. * Employer contributes 50 % of that → $2,550. * You get $2,550 “free” money you would otherwise have to save elsewhere. 2. Tax‑advantaged Growth * Traditional 401(k) contributions lower your taxable income now. * Roth 401(k) contributions are taxed now but grow tax‑free. * In either case, the money has 3 years to compound before you need it for a down‑payment. 3. Future Flexibility * If you max the match, you’ll have a 401(k) balance that can be a safety net if you decide to pay off the loan faster later. Contribution limit for 2026 * $22,500 for a *traditional* or *Roth* 401(k) (same limit). * If you’re 50 + you get a $7,500 “catch‑up” (not applicable here). > Action: Contribute 6 % of your salary to the 401(k) and let the employer match you. This is### 2. Why 401(k) First? (continued) > Action: Contribute 6 % of your salary to the 401(k) and let the employer match you. This gives you the *maximum free money* and a tax‑advantaged nest egg that will grow for the next three years. --- ## 3. Pay Down the Student Loans | Item | Amount | Interest | Monthly Minimum | Extra Payment Needed | |------|--------|----------|-----------------|----------------------| | Principal | $35,000 | 6.8 % APR | ≈ $400 (12‑month amortization**) | $300–댓 tipu | \*Assuming a 10‑year amortization the minimum payment is about $400 per month. \Your actual payment may differ; check your loan servicer. ### Why pay the loan next? | Reason | Detail | |--------|--------| | Higher effective interest | 6.8 % is higher than the expected market return on a 401(k) (≈ 5–7 % after taxes). | | Credit score boost | Lower balances improve FICO more than a 401(k) balance does. | | Peace of mind | Eliminating a debt that only you owe is psychologically powerful. | ### How to do it 1. Keep the 401(k) at 6 % (free money). flare 2. Allocate the rest of your take‑home to loan payments. известных * If you can afford more than the minimum, add it. A $300 extra per month pays off the loan in ~2 years and saves about $5,000 in interest. 3. Re‑evaluate after 12 months. * If you’ve paid down aطرق the balance to < $10k, you may shift some funds toward the down‑payment. --- ## 4. Build a Down‑Payment Fund | Goal | Target | Timeline | Monthly Savings* | |------|--------|----------|-----------------| | Down‑payment | 10 % of $400k ≈ $40k | 3 yrs | $1,100 | | Emergency buffer | 3–6 months of living expenses | 3 yrs | $300 | | Total | $43k | 3 yrs | $1,400 | \*Assuming a $4,000/month take‑home after contributions and taxes. Why 10 %? * Many lenders allow 5 % down, but a -needed down‑payment of 10 % reduces private mortgage insurance (PMI). * If you can reach 20יתים, you’ll avoid PMI entirely. ### Where to keep the money * High‑yield savings account (≥ 3.5 % APY) – liquid and safe. * Short‑term CD ladder – 6–12 month CDs at slightly higher rates if you’re comfortable locking funds. * Avoid taxable brokerage – the money will be used in the next 3 years; you’ll lose out on шаҳри gains. --- ## 5. Pre‑Tax vs. Roth 401(k) – Quick Decision Tree | Scenario | Pre‑Tax (Traditional) | Roth | |----------|---------------- Collin |------| | You think your current tax rate > future rate | ✅ | ❌ | | You think your future tax| Scenario | Pre‑Tax (Traditional) | Roth | |----------|-----------------------|------| | You think your current tax rate > future rate | ✅ | ❌ | | You think your future tax rate > current rate | ❌ | ✅ | | You want a lower taxable income now (e.g., to qualify for a mortgage or other credits) | ✅ | ❌ | | You want tax‑free withdrawals in retirement | ❌ | ✅ | | You expect a large increase in income after 3 years | ✅ (lower income → lower tax now) | ❌ | | You can afford to pay tax now (i.e., you’re comfortably in a high bracket) | ❌ | ✅ | Bottom line: - If you’re in a higher tax bracket now and expect to be in a lower bracket later, go pre‑tax. - If you think you’ll be in a higher bracket later (e.g., you’ll move to a more expensive city, or you anticipate raises), choose Roth. - If you’re unsure, a mixed approach works: max the employer match with a traditional 401(k) (100 % free money) and, if you have the cash, put a smaller portion into a Roth 401(k) to hedge. --- ## 6. Putting It All Together (Sample Cash‑Flow Plan) | Month | Net Income (approx.) | 401(k) | Loan Payment | Down‑Payment Savings | Emergency Fund | Notes | |-------|----------------------|---------|--------------|----------------------|----------------|-------| | 1 | $5,200 | $400 (6 %) | $700 (extra) | $1,100 | $300 | 401(k) maxed (6 % match) | | 2–12 | Same | Same | Same | Same | Same | Pay off loan in ~2 years | | 13–36 | Same | Same | Minimum | Same | Same | Loan paid off, focus on down‑payment | - Year 1: Pay off loan (≈ $84k interest avoided). - Years 2‑3: Build down‑payment ($40k) while keeping the 401(k) at match level. - Year 3: You’ll have a sizable down‑payment, a debt‑free student‑loan balance, and a 401(k) that grew tax‑advantaged for 3 years. --- ## 7. Quick Checklist 1. Set up the 401(k) with a 6 % contribution – let the employer match you fully. 2. Allocate the rest of your take‑home to a student‑loan payment plan that reduces the balance to below $10k in ~2 years. 3. Open a high‑yield savings account and deposit $1,100/month for a down‑payment (and an extra $300 for emergencies). 4. Re‑evaluate after 12 months – if your loan balance is low, consider shifting a portion of the extra loan payment money to the down‑payment account. 5. Decide on Roth vs. Traditional after you know your future tax outlook; you can always change the split later (subject to plan rules). 6. Keep an eye on the 2026 limit – if you’re close to $22,500 and still have free money, you can bump up the 401(k) contribution. --- ### Bottom Line Summary - First priority: Max the 401(k) match (free money). - Second priority: Pay down the high‑rate student loans. - Third priority: Save for the house down‑payment while maintaining a small emergency cushion. With this staged approach you’ll eliminate the most expensive debt, secure the employer‑matched money, and still have a solid path to home ownership—all while staying within tax‑advantaged accounts and the 2026 contribution limits.

GPT-OSS gives the boldest plan: max the match, then pay down the loans entirely before saving for the house. But two things undercut it: the 2026 limit is given as $22,500 (that was the 2024 figure), and the output keeps breaking into other languages mid-sentence — a table cell reads "$300–댓 tipu", a line of Russian ("известных") and a Tajik word ("шаҳри") appear inside the English. The pre-tax vs Roth primer is the clearest of the five, but the text reads like it was assembled from a few different drafts.

2Nemotron 3 Ultra 550B
FREEvia OpenRouter
First, capture the full employer match — it’s an instant 100% return. At $85,000 salary, 6% is $5,100. Your employer adds 50% of that, or $2,550. Contribute at least $5,100 to your 401(k) before anything else. Next, build a small emergency fund (one to two months of expenses) if you don’t have one. Keep it in a high-yield savings account. Then, attack the student loans at 6.8%. That’s a guaranteed, risk-free 6.8% return — higher than you’ll reliably earn in the market after taxes. Put every extra dollar here until the $35,000 is gone. At $1,500/month, you’d clear it in about two years. While paying off loans, start a separate down-payment fund in a high-yield savings account or money market fund — not stocks. Three years is too short for market risk. Estimate your target: 20% down on a $300,000 home is $60,000. You’ll need roughly $1,600/month. Once loans are paid, redirect that full payment to the down-payment fund. After loans are gone and the down payment is on track, increase 401(k) contributions toward the annual limit. Pre-tax vs. Roth: - Pre-tax lowers your taxable income now. You pay ordinary income tax on withdrawals in retirement. - Roth uses after-tax dollars. Growth and qualified withdrawals are tax-free. At 32 earning $85,000 (likely 22% federal bracket, plus state), if you expect higher taxes in retirement — or want tax diversification — favor Roth. If you expect lower retirement income, pre-tax may save more now. Many split contributions 50/50 for flexibility. 2026 401(k) contribution limit: The 2024 limit is $23,000. Limits adjust annually for inflation. The 2025 limit is projected at $23,500. The 2026 limit will likely be around $24,000–$24,500, but the IRS hasn’t announced it yet. Catch-up contributions (age 50+) are $7,500 in 2024 and will rise similarly — not relevant for you yet.

Nemotron is the only one to call the loan rate a "guaranteed, risk-free 6.8% return" — a genuinely useful framing. But its limit answer is stale: it says the 2026 figure "will likely be around $24,000–$24,500, but the IRS hasn't announced it yet" (the IRS set it at $24,500 some time ago).

3Ling 3.0 Flash
FREEvia OpenRouter
# Your Financial Priority Framework --- ## Step 1: The Non-Negotiable — Capture Your Full Employer Match This is the single highest-return financial move available to you: | Item | Amount | |---|---| | 6% of your salary | $5,100/year | | Employer match (50%) | $2,550/year — guaranteed | | Effective return on that $5,100 | 50% | > Priority #1 is always this: contribute at least 6% ($425/month) to your 401k to capture the full match. No other financial move — even paying off that 6.8% loan — can beat a risk-free 50% return. --- ## Step 2: Tackling the Three Goals Simultaneously Since your house goal is 3 years out, you can't afford to wait on any one of these. The optimal strategy is a split approach: ### 🔴 After the Match: Split Your Remaining Discretionary Income ``` After-tax income ≈ $3,800–$4,200/month (rough estimate) ┌─────────────────────────────────────────────────┐ │ 401k (match only) → $425/mo │ │ Aggressive loan payoff → $X/mo │ │ Down payment savings → $Y/mo │ │ Living expenses → remainder │ └─────────────────────────────────────────────────┘ ``` ### Recommended split after the match: - ~60–65% toward student loans (the 6.8% rate is your biggest enemy — it's higher than most investment returns over 3 years) - ~35–40% toward down payment savings (keep this in a high-yield savings account or short-term Treasury bonds — not the stock market, since you need it in 3 years) Why this split? - Paying off $35,000 at 6.8% aggressively saves you real money in interest — roughly $3,800+/year while balances are high - But if you ignore the down payment entirely, you lose 3 years of potential home appreciation and equity building - A reasonable target: a 10–20% down payment on a modest home in 3 years (e.g., $30,000–$60,000, depending on the market) ### Rough projection over 3 years (if you allocate ~$800/month between loans + down payment): - You could pay off most or all of the student loans - You'd have $25,000–$35,000 saved toward a down payment - You'd have captured $7,650 in free employer match --- ## Step 3: Pre-Tax vs. Roth 401k Since you're already contributing at least the match (6%), you can also contribute beyond that. Here's how to choose: ### Pre-Tax 401k - Contributions reduce your current taxable income dollar-for-dollar - Money grows tax-deferred — you pay taxes when you withdraw in retirement - Example: $5,100 contribution on an $85,000 salary reduces your taxable income to $79,900 → saves you roughly ~$1,100 in taxes this year (at the 22% marginal bracket) - Best for you if: You expect to be in a lower tax bracket in retirement ### Roth 401k - Contributions are made with after-tax dollars — no current tax benefit - Money grows tax-free — qualified withdrawals in retirement are completely tax-free - Best for you if: You expect to be in a higher tax bracket in retirement (likely, given your age and income trajectory) ### My Recommendation for You at 32: Default to Roth. Here's why: - You're in a relatively low tax bracket now (~22% marginal) - You're 32 and likely to earn significantly more over your career - You'll be in a higher bracket when you retire and withdraw - Roth also offers flexibility: you can withdraw your *contributions* (not earnings) penalty-free anytime, which is useful if you need funds for a home purchase > 💡 Pro tip: Many plans let you split between pre-tax and Roth (e.g., 4% pre-tax + 2% Roth). You can always change this later. --- ## Step 4: The 2026 401(k) Contribution Limits | Limit Type | 2025 (Confirmed) | 2026 (Expected) | |---|---|---| | Employee

Ling gives the most detailed month-by-month roadmap — match → partial loan payoff → house savings after year one — and its 2026 limit table is the only one that lands in the right range, marked "expected" rather than confirmed.

4Mistral Small 3.2
via OpenRouter
At 32 with your financial goals, you need to balance retirement savings, student loan repayment, and homebuying. Here’s a structured approach: ### 1. Prioritize Your Goals - 401(k) Contributions (First Priority): - Why? Your employer matches 50% up to 6% of your salary ($85k × 6% = $5,100). This is a 50% guaranteed return (immediate $2,550 from your employer), which is better than the 6.8% student loan interest. - Contribution Limit (2026): $23,000 (estimated, based on recent trends). You can contribute pre-tax (reduces taxable income) or Roth 401(k) (post-tax, tax-free withdrawals in retirement). - Student Loans (Second Priority): - Why? 6.8% interest is high, but your 401(k) match is a better immediate return. - Strategy: After maxing the match, pay loans aggressively (e.g., refinancing to a lower rate if possible). - Down Payment Savings (Third Priority): - Why? You need ~20% down (e.g., $100k for a $500k home). Focus on high-yield savings (e.g., 4-5% APY) for this. ### 2. Pre-Tax vs. Roth 401(k) - Pre-Tax 401(k): - Reduces taxable income (e.g., $85k → $79,900 if you contribute $5,100). - Taxed in retirement (likely lower tax bracket). - Best if you expect lower taxes in retirement. - Roth 401(k): - No tax deduction now, but tax-free withdrawals in retirement. - Best if you expect higher taxes in retirement (e.g., rising rates, higher income). ### 3. Suggested Plan 1. Max the 401(k) Match (6%): $5,100/year (you contribute $5,100, employer adds $2,550). 2. Pay Student Loans Aggressively: After the match, direct extra funds to loans (e.g., $1,000/month could pay off $35k in ~3 years). 3. Save for Down Payment: Aim for $10k–$20k/year in a high-yield account. 4. Optional: If you have extra cash, contribute more to 401(k) (pre-tax or Roth) for long-term growth. ### Key Takeaways - Employer match is free money—prioritize it. - Student loans are high-interest but can wait after the match. - Down payment savings should be liquid (not in stocks). - Roth vs. pre-tax depends on future tax expectations. Would you like help calculating exact numbers based on your monthly budget?

Mistral is the most direct: it numbers the three goals in order — match first, then loans, then down payment — and gives a concrete "why" for each. It is also the only one that quotes the 2026 limit as $23,000 "estimated, based on recent trends" and flags it as uncertain. The structure (numbered goals, pre-tax vs Roth, suggested plan) makes it the easiest to skim of the five.

5Llama 3.3 70B
via OpenRouter
Given your situation, I'll provide a detailed plan to help you prioritize your financial goals. Current Situation: * Age: 32 * Income: $85,000 * Employer 401(k) match: 50% of contributions up to 6% of salary * Student loans: $35,000 at 6.8% interest * Goal: Buy a house in the next three years Prioritization: 1. Maximize 401(k) contributions: Contribute at least 6% of your salary ($5,100) to take full advantage of the 50% employer match ($2,550). This will give you a total of $7,650 in your 401(k) account. Consider contributing more if possible, as the earlier you start saving for retirement, the better. 2. Pay off high-interest student loans: Allocate a significant portion of your income towards paying off the $35,000 student loan balance. Aim to pay more than the minimum payment to reduce the principal amount and interest paid over time. Consider paying around $1,000-$1,200 per month to pay off the loan within 3-4 years. 3. Save for a down payment: Allocate a smaller portion of your income towards saving for a down payment on a house. Aim to save 10%-20% of the desired home price. For example, if you're looking to buy a $300,000 home, aim to save $30,000-$60,000. Pre-tax vs. Roth Contributions: * Pre-tax contributions: Contributions are made before taxes, reducing your taxable income for the year. The money grows tax-deferred, but you'll pay taxes when you withdraw the funds in retirement. * Roth contributions: Contributions are made with after-tax dollars, so you've already paid income tax on the money. The money grows tax-free, and withdrawals are tax-free in retirement. Consider contributing to a pre-tax 401(k) account, as it will reduce your taxable income and lower your tax liability. However, if you expect to be in a higher tax bracket in retirement, contributing to a Roth account might be a better option. 2026 Contribution Limit: The 2026 contribution limit for 401(k) plans is $22,500. If you're 50 or older, you can contribute an additional $7,500 as a catch-up contribution. Action Plan: 1. Contribute 6% of your salary ($5,100) to your 401(k) to maximize the employer match. 2. Allocate $1,000-$1,200 per month towards paying off your student loans. 3. Save $500-$1,000 per month for a down payment on a house. 4. Review and adjust your budget to ensure you're meeting your financial goals. 5. Consider consulting a financial advisor to get personalized advice tailored to your situation. By following this plan, you'll be making progress towards your goals and setting yourself up for long-term financial success.

Llama is the shortest and the only one that separates the question into a numbered plan with a budget estimate. Same priority order. But its 2026 limit is confidently wrong: "$22,500" stated as fact — the one the site's readers might most want to double-check.

The takeaway

All five said roughly the same thing: take the full employer match first, then pay down the 6.8% loans before saving for the house. The interesting part is the 2026 contribution limit — the real figure is $24,500, and none of them quoted it cleanly. Two models cited last year's $22,500 as if it were current; two estimated $23,000–$24,500 without confidence; one hedged that "the IRS hasn't announced it yet." Worth reading the notes before the numbers. This is general information, not financial advice.

These are the outputs. We didn't change a word, and we don't rank them.

See every scenario we've tested

Homework help, cover letters, recording laws — all with the same prompt-to-everyone format.

Browse scenarios