By Sophie Abt

Artwork by Justin Negard

Have you ever wondered if AI could pen a best-selling novel, give good financial advice or help you in a crisis? Yeah, we have, too. So we decided to put four large language models (LLMs)—ChatGPT, Perplexity, Claude and Gemini—to the test and ask real-life experts to weigh in.

Help! This is a PR nightmare. 

“AI is a tool, not a replacement.”

Barbara Prisament

Owner, Effusive By Nature
Public Relations & Marketing

Prompt: A famous singer I represent performed at Madison Square Garden last night, and the concert was broadcast live on television. In the middle of her show, three naked audience members skipped across the stage, stopping momentarily in the center to wave at the cameras. Please help me write three things:

1. An empathetic internal email to everyone working on the worldwide tour that addresses the incident politely and offers ways to access guidance.

2. A legally safe press release to distribute to the press and post on the singer’s website.

3. A reply that de-escalates critics on social media.

What did you think of the AI’s approach to crisis communications?

Barbara Prisament: I’m not a crisis PR expert, but I’ve worked as a publicist for music venues and cultural arts organizations for many years. Luckily, this has never happened to any of my clients. The few times a crisis occurred, none had the level of exposure in this example, and my clients chose not to release a public statement or a social media post. However, my biggest takeaway is you should not rely on any single AI platform. Each had strengths and weaknesses.

For internal communications, I would not rely on AI for the exact wording. If you’re issuing a crisis memo, there would likely be important subtleties about the situation that the technology would not know.

Generally, however, I think it’s okay to get suggestions about the structure of the email and the press release, but you should only use it as a guide. Then you have to personalize it because only you know the subtleties of your organization; AI can’t possibly know that, and you can’t possibly feed it all the subtleties. Plus, AI simply doesn’t have the life experience to give you advice the same way an expert would.

Which press release responses worked best?

BP: ChatGPT and Claude tied as the strongest, with Gemini second. ChatGPT and Claude both appropriately emphasized the safety of the artist, crew and audience. ChatGPT thanked attendees and broadcast viewers for their patience and understanding, while Claude mentioned that additional security measures were being reviewed with venue partners.

Gemini, meanwhile, thanked fans for their “overwhelming energy,” which I found odd and inappropriate for the situation. For that reason, if someone were to use AI for guidance, they should not rely on just one AI platform.

What about responding to critics on social media?

BP: Don’t.

I would not recommend engaging with critics on social media at all, and I certainly would not recommend the flippant humor that three of the AI platforms suggested in their posts. Claude, for example, began with, “Well, that’s one way to get people talking about the show.” And Gemini’s first line was, “Well, we always promised an unforgettable live show!”

In my opinion, it’s best to stay out of the fray and let the online comments run their course.

What is the overall lesson about using AI for crisis communications?

BP: It’s not a replacement. It’s a tool. I recommend checking more than one AI platform because different models can offer different useful pieces of advice. AI can provide a useful starting point, particularly for structure, but the final communication needs human judgment and personalization.

ChatGPT:

1. Internal Email to the Worldwide Tour Team

Subject: Supporting Our Team Following Last Night’s Show

Hi everyone,

I want to thank each of you for your professionalism and dedication during last night’s performance at Madison Square Garden.

As many of you know, the show was briefly interrupted when three audience members unlawfully entered the stage without clothing during the live broadcast. While the incident was unexpected, your calm and professional response helped ensure the safety of our artist, crew, and fans and allowed the performance to continue with minimal disruption.

We recognize that experiences like this can be stressful, especially for those working on stage, backstage, and in security. If you found the incident upsetting or would like additional support, please reach out to your manager or the People team. We’re here to help.

As we continue the tour, please keep the following in mind:

• Continue following all established security and safety protocols.
• Direct any media inquiries to the communications team.
• Please avoid commenting publicly or speculating about the incident on social media.
• If you have suggestions that could improve our security procedures or event operations, we encourage you to share them with your department lead.

Thank you again for your professionalism, teamwork, and commitment. We’re incredibly proud of how everyone handled a difficult and unexpected situation.

Best,
Tour Management

2. Press Release

FOR IMMEDIATE RELEASE

During last night’s performance at Madison Square Garden, the concert experienced a brief interruption when several audience members unlawfully entered the stage.

Venue security and event staff responded immediately, and the individuals were removed safely. The performance resumed shortly afterward without further incident, and we are grateful that our artist, crew, and audience remained safe throughout.

We would like to thank the venue staff, security personnel, and production team for their professionalism and quick response. We also appreciate the patience and understanding of everyone who attended the show and those who watched the live broadcast.

Because this matter involves the actions of private individuals and may be subject to review by the appropriate authorities, we will not be providing additional comment at this time.

3. Witty Social Media Reply

“Well…that definitely wasn’t part of the choreography. ???? Thanks to our amazing fans, crew, and security for keeping the night on track. See you at the next show!”

Gemini:

1. Internal Tour Email

Subject: Update & Support Regarding Last Night’s MSG Show

Dear Tour Team,

First and foremost, thank you all for your incredible work during last night’s broadcast at Madison Square Garden. Putting on a live show of this scale is a massive undertaking, and your hard work and dedication were evident every second of the performance.

As many of you experienced firsthand, an unexpected disruption occurred when three unauthorized individuals entered the stage during the live broadcast. We understand that incidents like this can be surprising, unsettling, or distracting for those working both on stage and behind the scenes. Please know that the safety, security, and well-being of our entire crew and performer are our top priorities.

Moving forward, here is what we are doing and how we can support you:

• Security Review: We are working closely with venue management, broadcast coordinators, and local authorities to thoroughly review stage access protocols to ensure this does not happen again.
• Open Door Policy: If you have any concerns, questions, or need to debrief about the incident, please feel free to reach out directly to venue operations or tour management.
• Focusing on the Show: Our primary focus remains on delivering an amazing experience for the fans safely and smoothly.

Thank you again for your professionalism and resilience. Let’s keep this incredible momentum going for the rest of the tour!

Best regards,

[Your Name/Title]

[Singer’s Management Team]

2. Press Release

FOR IMMEDIATE RELEASE

STATEMENT REGARDING MADISON SQUARE GARDEN PERFORMANCE

NEW YORK, NY — During last night’s live broadcast performance at Madison Square Garden, an unauthorized stage intrusion occurred involving three individuals. Venue security and local law enforcement responded immediately to address the situation and remove the individuals from the premises.

The matter has been turned over to local law enforcement, and we are fully cooperating with their ongoing investigation. Because this is an active legal matter, we cannot offer further comment on the individuals involved.

We extend our sincere thanks to the security team, venue staff, and broadcast crew for their swift handling of the disruption, allowing the performance to continue safely. Most importantly, we want to thank the thousands of fans in attendance and watching worldwide for their overwhelming energy and support.

Media Contact: [Name/Agency]

[Email Address]

[Phone Number]

3. Social Media Reply to Critics

“Well, we always promised an unforgettable live show! ???? Rest assured, venue security handled the surprise guests, and we’re keeping the focus right where it belongs: on the music (and fully clothed performances) for the rest of the tour! ????✨”

Claude:

1. Internal Email to Tour Team

Subject: Last Night’s MSG Performance — A Quick Note & Thank You

Hi team,

By now most of you have seen or heard about the moment during last night’s Madison Square Garden show when three unauthorized individuals entered the stage. I want to address it directly and thank everyone who responded so quickly and professionally in the moment.

A few things I want to be clear about:

• No one on this team did anything wrong. Security protocols were followed, and our crew’s fast response is exactly why the situation was resolved safely and quickly.
• [Name] is doing well and is grateful for the team rallying around her.
• We’re doing a full security review with the venue and our safety team to look at entry points, screening procedures, and stage-access protocols ahead of the next shows, so everyone can feel confident going into future dates.
• If anyone — crew, dancers, band members — wants to talk through how they’re feeling about what happened, please reach out to [tour manager/HR contact]. It’s normal to feel rattled by something like this, even if you weren’t directly involved.

We’ll share updated security procedures before the next show. In the meantime, thank you for how you handled a stressful, unexpected moment. It’s a good reminder of how solid this team is under pressure.

With appreciation,
[Your name]

2. Press Release

FOR IMMEDIATE RELEASE

Statement Regarding Last Night’s Performance at Madison Square Garden

[City, Date] — During last night’s performance at Madison Square Garden, three unauthorized individuals briefly entered the stage. Security responded immediately, and the individuals were escorted out without incident. The show continued without further interruption.

[Singer’s name] and her team thank the venue’s security staff and MSG personnel for their swift and professional response. The safety of the artist, crew, and audience remains the top priority for the remainder of the tour, and additional security measures are being reviewed with venue partners ahead of upcoming dates.

No further comment will be provided regarding the individuals involved, as this is a matter for venue security and, if applicable, law enforcement.

For press inquiries, please contact [publicist name/email].

3. Social Media Reply to Critics

Well, that’s one way to get people talking about the show ???? Security handled it fast, the band didn’t miss a beat, and honestly at this point we’re just impressed by the commitment to the bit. Focused on the music — see you at the next stop. ????

Perplexity:

1. Internal Email to Tour Team

Subject: Last Night at MSG — Team Update and Next Steps

Hi everyone,

I want to acknowledge the unexpected incident during last night’s Madison Square Garden show. Moments like that can be disruptive, and I know many of you worked quickly and professionally to keep the performance and broadcast on track. Thank you for your composure and focus.

Our priority remains the safety of our artist, crew, and audience, as well as delivering a consistent, high-quality experience. While the situation was brief and handled swiftly by venue security, it’s a good opportunity to reinforce best practices across the tour.

Over the next few days, we will:

• Coordinate with venue partners to review and, where needed, strengthen stage access controls and security positioning.
• Reconfirm escalation protocols so everyone knows exactly who to alert and how, in real time.
• Share a short refresher on live broadcast contingencies, including camera direction and communication flow.
• Ensure all teams know where to report any concerns or suggestions.

If you were directly involved and have observations that could help us improve, please share them with your department lead or reply here. Your insight is valuable.

We’re proud of how the team handled a challenging moment and grateful for your continued professionalism as the tour moves forward.

Thank you all,
[Your Name]
[Title]

2. Press Release

FOR IMMEDIATE RELEASE

Statement Regarding Madison Square Garden Performance

During last night’s sold-out performance at Madison Square Garden, three individuals from the audience briefly and unlawfully entered the stage. The situation was quickly addressed by venue security, and the show continued without interruption.

The safety of our artist, crew, and fans is our top priority. We are working closely with the venue and security teams to review the incident and reinforce existing safeguards. We appreciate the swift response from on-site personnel and the continued support of our audience.

Out of respect for privacy and ongoing venue procedures, we will not be commenting further on the individuals involved.

Media Contact:
[Name]
[Email]
[Phone]

3. Social Media Reply

Appreciate the concern — everyone on stage and in the crowd was safe, and the show never missed a beat. Live events come with the unexpected; we’re focused on the music and making each night great for fans.

Can we afford this house?

“AI is close, but it’s missing the details.”

Iván Watanabe

Managing partner, Opus Private Client, LLC

Prompt:  I’m 35, and my wife is 34. We make a combined income of $600k/year, and we have $1.5 million in retirement plans, $250k in cash and $750k in investment accounts. We also have some bitcoin. We have two kids, ages 8 and 6.

We think we have found our forever home, and we are wondering if we can afford it. It’s $1.8 million with $30k in property taxes, $5k in home insurance, and a $2k annual HOA fee. Is this something we can afford?

What did you think of the financial advice overall?

Iván Watanabe: The responses were thoughtful and answered the question directly, but they relied too heavily on generic financial advice. They did not factor in certain practical, real-life scenarios. Much of the advice was standard boilerplate that could apply to everyone.

What did the AI models overlook?

IW: The models largely assumed a traditional 20 percent down payment without really considering whether putting down less could make more financial sense. They didn’t consider scenarios like what it would look like if the couple put down 15 percent, had a very small PMI, and was able to leave more of their money invested in their portfolio.

The models also did not sufficiently consider the taxes that could result from liquidating investments or the future opportunity cost of taking money out of the market. For example, someone could have bought a stock early, watched it appreciate significantly and then must decide whether selling it to make a larger down payment is actually worthwhile.

How do you determine affordability? Is it different from what the AI models looked at?

IW: For the AI models, affordability largely meant whether the buyer could make the mortgage payment and cover the associated expenses. My evaluation goes further. Affordability should determine if you save at the percentages you want for future utilities, pay for the mortgage and meet those obligations. It also means considering future education costs, retirement and continued investing, not simply whether the monthly mortgage payment works.

My own process ideally has a client saving 20 to 25 percent of gross income, then spending what remains.

What other questions would you ask the buyer?

IW: I would want to know the buyer’s profession, because certain professions can qualify for different mortgage
programs. Physicians are one example. Some programs allow them to put down zero to five percent.

I would also consider a variable versus fixed mortgage, borrowing rates, the investment portfolio being sold, its cost basis and the buyer’s tax liability. The AI models didn’t ask about the investment portfolio they were recommending to sell off. I think that’s a huge mistake.

I would also want the models to require a detailed cash-flow analysis rather than simply estimating expenses. That’s how you really understand your expenses.

Were the AI recommendations dangerous?

IW: No. The responses were cautiously practical and did not make me feel that someone would necessarily be in a bad position if they followed them. But do I think it’s optimal? No.

The problem is that the AI models missed details where additional wealth can potentially be created. So is it the best advice possible? I don’t think so, but could it harm you? I also don’t think so.

How impressed were you overall?

IW: I’d rate the AI models’ abilities to provide personal financial guidance around seven or eight out of 10. It’s 85 to 90 percent of the way there.

I would feel comfortable using advice similar to theirs as a starting point, but a professional would take it two or three degrees further to help improve the margins.

I also wonder what would happen if the AI models disagreed. If four models give different answers, consumers might simply choose the answer that agrees with what they already wanted to do. That could be a problem.

If you had to crown a winner, who would it be?

IW: Perplexity had the most robust answers, particularly because it offered practical recommendations like reviewing cash flow and considering taxes. ChatGPT was a close second, but it didn’t go as deep into exploring additional mortgage options.

ChatGPT:

Bottom line

Yes—this household can probably afford a $1.8 million home, assuming:

• The $600,000 income is reasonably stable.
• There is no significant additional debt.
• The $2,000 HOA is annual, not monthly.
• They make at least a 20% down payment.
• They continue saving meaningfully for retirement and college.

It is affordable, but it would still be a substantial lifestyle commitment—not an inconsequential purchase.

Estimated monthly cost

Assuming a 20% down payment:

The latest Freddie Mac benchmark for a 30-year fixed mortgage was 6.58% as of July 23, 2026. An actual jumbo-mortgage quote could be higher or lower depending on credit, assets, loan structure, and lender. (Freddie Mac)

That all-in cost is approximately:

• $165,000 per year
• 27.5% of $600,000 gross income
• Probably around 40%–45% of after-tax income, depending heavily on state taxes, deductions, retirement contributions, and how the income is divided between the spouses.

Their balance sheet supports the purchase

They have at least:

• $1.5 million in retirement accounts
• $250,000 in cash
• $750,000 in taxable investments
• Additional Bitcoin

That is approximately $2.5 million plus Bitcoin before purchasing the house.

With 20% down and, for illustration, $60,000 of closing and moving costs, they would retain approximately $580,000 in cash and taxable investments, before considering investment taxes or Bitcoin. That is a healthy liquidity position.

I would not count the Bitcoin toward the affordability decision, and I would account for potential capital-gains taxes if taxable investments must be sold for the down payment.

What would make me uncomfortable

The purchase becomes questionable when several of these are true:

• A large portion of the $600,000 is bonus, commission, equity compensation, or otherwise unpredictable.
• One spouse produces most of the income and that income could fall materially.
• They have private-school costs, substantial childcare, large student loans, or expensive lifestyle spending.
• The house needs immediate renovations, furniture, landscaping, or deferred maintenance.
• They plan to stop or sharply reduce retirement and college savings to make the payment.
• They are relying on refinancing into a lower rate later.

At a 7.5% mortgage rate, the realistic all-in cost rises to roughly $14,650 per month. That is still manageable at $600,000 of income, but it is worth underwriting the purchase at that higher payment rather than assuming the best possible rate.

My recommended structure

A sensible approach would be:

20%–25% down, while retaining at least $400,000–$500,000 of accessible assets after closing. That reserve should cover emergencies, home repairs, periods of reduced compensation, and future college expenses.

Before buying, they should test whether they can comfortably do all of the following simultaneously:

1. Pay approximately $14,000–$15,000 monthly for housing.
2. Continue maximizing available retirement plans.
3. Continue funding the children’s education.
4. Maintain their normal vacations, vehicles, childcare and lifestyle without relying on bonuses.
5. Absorb a $50,000–$100,000 home project without borrowing.

My assessment: affordable and financially reasonable, but near the upper end of what I would call comfortably responsible. I would be more comfortable at $1.5–$1.7 million, but I would not tell this household that $1.8 million is financially reckless.

Gemini:

The short answer is yes, absolutely. From a financial standpoint, you are in an exceptionally strong position to afford an $1.8 million home.

Your combined income of $600,000/year, paired with over $2.5 million in total net worth across retirement, taxable investments, cash, and crypto, provides both the monthly cash flow and liquidity cushion to comfortably handle this purchase.

1. Breakdown of the Numbers

Assuming a standard 20% down payment ($360,000) and current Jumbo mortgage rates (around 6.25%–6.5%):

Upfront Capital Needed

• Down Payment (20%): $360,000
• Estimated Closing Costs (2–3%): ~$36,000–$54,000
• Total Upfront Cash Required: ~$396,000–$414,000

Note: Since you have $250,000 in cash, you would likely pull the remaining ~$150,000–$160,000 from your $750,000 taxable investment account, while leaving your retirement untouched.

Estimated Monthly Housing Expenses

2. Income & Debt Ratios

• Gross Monthly Income: $50,000 / month
• Estimated Housing DTI (Front-End Ratio): ~24%
  • Standard financial guidelines recommend keeping total housing expenses below 28% of gross monthly income, making 24% very comfortable.
• Estimated Net Take-Home Pay: Roughly $30,000–$33,000/month (depending on state/local taxes and retirement contributions).
• Remaining Income After Housing: ~$18,000–$21,000/month for food, utilities, lifestyle, ongoing savings, and expenses for your two kids (ages 8 and 6).

3. Key Strengths & Potential Considerations

Why this works so well for you:

• Deep Asset Cushion: Even after liquidating ~$150k of your taxable investment account for the down payment, you still retain over $550k in taxable investments, plus $1.5M in retirement, providing a massive safety net.
• Low Debt Burden: You easily fit within standard conservative debt ratios.
• Long Horizon: At ages 35 and 34, you have decades of peak earning potential remaining.

Things to keep in mind:

• Tax Impact: Liquidating $150k+ from your taxable brokerage account may trigger capital gains taxes depending on your cost basis.
• Liquidity Post-Closing: Ensure you rebuild a liquid cash reserve (3–6 months of living expenses, including the new $12k/mo housing payment) in high-yield cash or short-term treasuries rather than draining cash entirely.

Claude:

Short answer: yes, this looks very comfortable for your household, even before factoring in the bitcoin. Here’s the math so you can see why.

The monthly numbers

Assuming a 20% down payment ($360k) on the $1.8M price, you’d finance $1.44M — well into jumbo territory (2026’s conforming loan limit is roughly $833k in most areas, so almost any loan on this home is a jumbo loan). The current average 30-year fixed mortgage rate today is 6.75%, and jumbo rates are running slightly higher — around 6.88% as of late July 2026. Bankrate Forbes

At ~6.8% on a $1.44M loan over 30 years:

Against your income

• Your gross monthly income is $50,000 ($600k/year). Total housing costs eat up about 25% of that — comfortably under the traditional 28% “front-end” affordability guideline lenders use, and you have no other debt mentioned that would push a back-end ratio into concerning territory.
• On an after-tax basis (assuming a blended effective rate in the low-to-mid 30s% given NY state/local taxes and your income bracket), you’re likely looking at something like $33-35k/month net, meaning housing would be roughly 35-38% of take-home pay. That’s a real number to sit with, but still leaves substantial room for saving, retirement contributions, and discretionary spending at your income level.

The asset side

• You have $1M in liquid, non-retirement assets (cash + investments), well more than enough for a 20% down payment plus closing costs (typically 2-4% of price, so ~$36k-$72k) and a cash reserve.
• Your $1.5M in retirement accounts is on track and shouldn’t be touched for this purchase.
• I’d treat the bitcoin as a bonus/reserve rather than something to count on for the down payment or ongoing payments, given its volatility — good to have as a backstop, not as planned cash flow.

Things worth thinking through before you commit

• Jumbo loan underwriting is stricter than conforming loans — lenders will want to see the full asset picture and may ask about reserves post-closing (often 6-12 months of payments). You’re in good shape here, but worth confirming with a lender early.
• Down payment size: putting down more than 20% (say 25-30%) would lower your monthly payment and interest cost, and jumbo lenders sometimes offer better rates at higher down payments. Worth quoting both.
• Maintenance/upkeep: budget roughly 1-2% of home value per year ($18k-$36k) for a home this size, on top of what’s listed.
• Two kids, ages 8 and 6: if college savings (529s, etc.) aren’t already dialed in, it’s worth making sure this purchase doesn’t crowd those out — you have the income to do both, but it’s a conversation worth having explicitly.
• Rate lock timing: rates have ticked up recently to their highest level since August 2025, so if you’re moving forward, getting quotes from a few lenders and understanding lock options matters. Money

Bottom line: on the numbers you’ve given, this home is affordable relative to your income and assets with meaningful cushion — this isn’t a stretch purchase for a household in your position. The main planning items are around down payment sizing and making sure other goals (college funds, continued investing) stay funded alongside it.

I’m not a financial advisor, so for the final numbers — actual rate quotes, tax bracket specifics, and how this fits your broader plan — a mortgage lender and a fee-only financial planner would be worth a conversation.

Perplexity:

Based on your income and assets, a $1.8 million home is generally within your financial reach, but the high fixed costs (especially the $30k property tax) mean you need to be disciplined about cash flow and lifestyle spending.

Quick affordability snapshot

Using standard lender guidelines and your numbers:

• Gross monthly income: $600,000 / 12 = $50,000/month
• Recommended max housing cost (28–31% rule): $14,000–$15,500/month
• Your annual fixed housing costs (no mortgage yet):
  • Property tax: $30,000/year → $2,500/month
  • Home insurance: $5,000/year → ~$417/month
  • HOA: $2,000/year → ~$167/month
  • Total fixed, non-mortgage: ~$3,084/month

That leaves roughly $11,000–$12,500/month of “housing budget” available for a mortgage payment if you stay within the 28–31% guideline.

What mortgage payment does that support?

Assume you put 20% down ($360k) on a $1.8M home:

• Loan amount: $1,440,000
• At a 6.5–7% 30‑year fixed rate (typical jumbo range in recent years), principal + interest is roughly:
  • 6.5% → about $9,100/month
  • 7.0% → about $9,580/month

Add your fixed costs (~$3,084/month):

• At 6.5%: ~$12,200/month total housing cost
• At 7.0%: ~$12,660/month total housing cost

Both are within the $14k–$15.5k “comfortable” range for a $600k income, leaving some cushion.

Even with a slightly higher rate or a bit less down, you likely still qualify, but your monthly payment moves closer to the upper edge of what lenders consider comfortable.

Your balance sheet vs. this purchase

Your current picture (approx.):

• Retirement: $1.5M
• Taxable investments: $750k
• Cash: $250k
• Bitcoin: “some” (unknown amount)
• Home price: $1.8M

If you put $360k down (20%):

• You could fund that from cash + investments, e.g.:
  • $250k cash
  • $110k from taxable investments
• You’d still have:
  • ~$640k in taxable investments
  • $1.5M in retirement
  • Some Bitcoin
  • No mortgage if you chose to pay more down, but a large jumbo loan if you stick with 20% down.

You’d be asset-rich and income-strong, but this purchase would meaningfully increase your fixed annual costs.

Key considerations beyond “can we qualify?”

1. Fixed costs are high relative to the home value

Your recurring non-mortgage costs:

• Property tax: $30,000/year (1.67% of purchase price)
• Insurance: $5,000/year
• HOA: $2,000/year
• Maintenance (rule of thumb 1% of home value): ~$18,000/year

That’s roughly $55,000/year in ongoing costs before any mortgage principal/interest.

On a $600k income, that’s ~9% of gross income just to own the house, not counting mortgage. That’s not crazy for your income level, but it’s a real lifestyle commitment.

2. Kids and future expenses

You have two kids (8 and 6). Over the next 10–14 years you’ll likely face:

• Private school or heavy extracurriculars (if applicable)
• College costs starting in ~10 years
• Possibly more travel, activities, etc.

With $1.5M in retirement and $750k taxable now, and assuming you keep saving aggressively, you’re on a strong path, but a big mortgage + high fixed costs can reduce your ability to:

• Max out retirement accounts
• Fund 529s robustly
• Keep a large emergency buffer

3. Emergency fund and job risk

Best practice: keep 6–12 months of total expenses in cash or very liquid assets.

If your all-in monthly spending (housing + living + kids + savings) is, say, $25k–$35k, then a 12‑month buffer is $300k–$420k. Right now you have $250k in cash, which is good but could be tight if you:

• Use a big chunk for the down payment
• Don’t quickly replenish cash after closing

Given your income, you can rebuild cash quickly if you keep spending in check, but you should plan for this explicitly.

4. Mortgage strategy options

You have flexibility because of your income and assets:

• 20% down, 30-year fixed: Maximizes liquidity; monthly payment ~$12.2k–$12.7k all-in. Very doable on $600k income.
• Larger down payment (30–40%): Reduces monthly payment and interest risk, but ties up more capital.
• 15-year mortgage: Higher monthly payment, but you’d own the home much sooner; likely still affordable given your income, but you’d feel it more in cash flow.
• Pay off faster with extra principal: You can take a 30-year loan and aggressively pay down when bonuses or investment gains hit.

Given your age (35/34) and long time horizon, a 20–30% down, 30-year fixed jumbo with a plan to prepay when convenient is often a good balance of flexibility and cost.

Simple “yes/no” with conditions

Can you afford this house?
Yes, if:

• Your total monthly debt + housing costs stay under ~43% of gross income (lender max) and ideally under ~36% for comfort.
• You keep a solid emergency fund (at least 6 months of expenses) after closing.
• You’re comfortable with ~$55k+/year in fixed ownership costs plus whatever mortgage payment you choose.
• Your other spending (lifestyle, kids, travel, etc.) doesn’t already push you near your income limit.

If you’re already spending heavily on lifestyle, private school, or other large commitments, this house could strain your cash flow even though you “qualify.”

A practical next step

Before committing:

1. Run your exact numbers with a mortgage calculator using:
   • Home price: $1,800,000
   • Down payment: decide 20–30%
   • Interest rate: get a real quote for a jumbo 30-year fixed
   • Add: $30k tax, $5k insurance, $2k HOA, and estimate 1% maintenance.
2. Write out a realistic monthly budget:
   • Current spending (housing, food, kids, travel, etc.)
   • New housing costs
   • Desired savings rate (retirement, 529s, other goals)
3. Stress-test:
   • What if one of you loses a job for 6–12 months?
   • What if rates go up on a refinance or you need to move earlier than planned?

If after that exercise you still have a comfortable margin and can keep saving aggressively, this “forever home” is financially reasonable for your situation. If the numbers feel tight or you’d have to cut retirement/kids’ funding significantly, it may be wise to consider a slightly lower price or a bigger down payment to reduce the ongoing burden.

Write the introduction to a Rom-Com.

“AI is surprisingly competent, but it’s also cliché and formulaic.”

Lauren Acampora

Author of “The Animal Room,” “The Hundred Waters,” “The Paper Wasp” and “The Wonder Garden”

Prompt: Write the first page (about 500 words) of a rom-com novel featuring a meet-cute scene set in September in the real town of Katonah, NY. The people meeting are an artist and a teacher, who each have very distinct personalities. One of them should have an unusual pet with them, and the other is wearing something unconventional. Please make sure to capture the essence of the real-life place these two characters meet.

What were your overall impressions?

Lauren Acampora: I was surprised by how well the models handled the writing. Three of them actually made me laugh out loud. It was clear these models have absorbed the writing styles, rhythms and formulas of genre fiction from countless books. They were shockingly pretty competent.

If you were their writing coach, what would you say about their writing styles?

LA: Well, it wasn’t flawless. There was definitely some clunky language, confusing passages and lapses in logic that sometimes seemed like signs of AI. But if I’m being honest, I’ve seen similar problems in student writing.

What patterns did you notice across all four stories?

LA: The similarities were striking. The prompt did not specify the characters’ genders or where in Katonah the meeting should take place, yet all four AI models chose downtown Katonah.

All made the artist a woman and the teacher a man. The female artist was consistently disorganized, chronically late and covered in paint, while the male teacher was organized and put together. In every story, the characters physically ran into each other and someone dropped coffee or food.

I found the stories very cliché and formulaic; there wasn’t a terrible amount of creativity or originality. However, the models did do an impressive job with comedic timing.

Which responses stood out as the strongest?

LA: I rank ChatGPT and Gemini in a tie for first. ChatGPT had the best comedic timing, particularly with the woman walking the duck who “waddled beside its owner with surprising dignity.”

Gemini impressed me for different reasons. I liked its precise descriptions of the town and characters, and I even looked up “Victorian spectator boots” after seeing the term in the story.

Did the models actually capture Katonah?

LA: ChatGPT was my favorite. It captured the experience of living in Katonah rather than simply listing recognizable landmarks. But they all made factual mistakes. I noticed references to Katonah Middle School, a train trestle near the Katonah Museum of Art and a place called Muscoot Bakery. I have lived in Katonah for 17 years, and none of these have existed here during that time. This experience reinforced the importance of fact-checking AI-generated material.

What was their biggest strength?

LA: Humor. I enjoyed the unusual animals in all four responses, including the duck, a bearded dragon, a chicken and a hedgehog. I particularly liked the chicken scene in Claude and the lines, “I have a system.” Followed by, “Your system is failing.” And then, “My system is experiencing turbulence.”

Did the experiment change how you think about AI and creative writing?

LA: I was surprisingly impressed by the results, and it was frightening how close they are. But I remain skeptical about AI’s role in creative work. I believe commercial art and some genres of fan fiction may feel the effects of AI, but that literary fiction will maintain a human connection.

ChatGPT:

September arrived in Katonah the way a good host greets old friends—without fanfare, but with crisp air, trees just beginning to flirt with gold, and the smell of coffee drifting along the sidewalks before the morning commuters had fully claimed them. The village’s tidy storefronts, white clapboard buildings, and brick sidewalks still held onto summer’s warmth, while the train station hummed with the familiar rhythm of Metro-North arrivals and departures. Just a short stroll away, neighbors paused outside independent shops to exchange news, dog walkers lingered longer than necessary, and nobody seemed especially surprised to bump into someone they knew before finishing a single block.

The only exception, perhaps, was the woman walking a duck.

Not a goose. Not a tiny duckling. A full-grown Indian Runner duck with cinnamon-colored feathers and a teal harness patterned with little acorns. It waddled beside its owner with surprising dignity, occasionally stopping to inspect an interesting crack in the sidewalk before hurrying to catch up.

Hazel Moreno barely noticed the stares anymore.

“They’re judging your posture again, Waffles,” she murmured.

Waffles answered with an indignant quack.

“That’s what I thought.”

Hazel adjusted the oversized canvas portfolio slung across her shoulder. Tubes of paintbrushes rattled inside, and a streak of cobalt blue decorated the sleeve of her olive-green jumpsuit like she’d forgotten she’d leaned against a still-wet canvas—which, in fairness, she had.

She believed accidents made better art than planning.

Unfortunately, accidents also made her chronically late.

She glanced at the clock on the bank across the street.

9:03.

Her commission meeting at the gallery started at nine.

“Power walk,” she announced.

Waffles refused.

At precisely 9:03, Owen Brooks was exactly where he intended to be.

He strode toward the village center balancing a cardboard tray with two coffees and carrying a reusable tote filled with laminated worksheets for his fourth-grade class. His tie, however, deserved its own introduction.

Tiny glow-in-the-dark dinosaurs.

Not printed tastefully. Not embroidered discreetly.

Full, exuberant, neon-green Tyrannosaurus rexes marching across navy silk.

His students had voted for it during “Favorite Tie Friday.”

He’d lost by twenty-three votes.

“Professionalism is a spectrum,” he’d told the principal.

The principal had sighed the sigh of someone who had worked with Owen for eight years.

Owen checked his watch.

Still enough time before school to stop by the bookstore and replace the copy of Charlotte’s Web someone had enthusiastically dropped into a puddle.

He smiled.

A productive morning.

Which was exactly when the duck rounded the corner.

Technically, the duck stopped first.

Hazel, distracted by trying to coax Waffles forward with promises of blueberries, continued walking.

Owen, distracted by fishing his bookstore rewards card from his wallet without dropping either coffee, continued walking.

Physics, as always, remained impartial.

Hazel’s portfolio slipped.

Paintbrushes exploded across the sidewalk like oversized pick-up sticks.

Owen caught the falling portfolio.

Lost one coffee.

Saved the worksheets.

The sacrificed latte landed directly beside Waffles, who stared at the spreading puddle with profound disappointment before delicately stepping around it.

“Oh no,” Hazel said.

“I’m so sorry,” Owen said at exactly the same time.

They both bent to gather the runaway brushes.

Their foreheads bumped.

Hazel laughed immediately.

Owen apologized immediately.

Waffles quacked loudly enough that two people waiting outside the café turned to look.

Hazel looked up first, brushing a loose curl away from her face. “Well,” she said, smiling despite herself, “at least my duck wasn’t the one who caused the disaster.”

Owen blinked once, then glanced from the duck to the teal harness, then back to Hazel.

“I’ve taught fourth grade for nine years,” he said. “And somehow this is still the most unexpected thing I’ve seen before 9:15.”

Gemini:

A Katonah State of Mind

Chapter One

September in Katonah, New York, smelled like freshly roasted espresso from the Reading Room, warm sourdough from LMNOP Bakery, and the sharp, golden promise of early autumn. A crisp breeze whispered through the sugar maples framing the historic Victorian storefronts along Katonah Avenue, fluttering the awning overhead just as the 8:14 Metro-North Harlem Line train rumbled softly into the station nearby.

It was, by all reasonable metrics, a perfectly orderly Monday morning—until Clara Finch tripped over an uneven slate cobblestone while attempting to balance a half-painted canvas, a lukewarm lavender latte, and her own chaotic momentum.

Clara, a local abstract artist whose personal aesthetic could best be described as technicolor theatrical, was currently sporting a vintage 1970s yellow quilted kimono jacket draped over paint-splattered denim corduroys, paired with bright turquoise ankle socks and brown leather Victorian lace-up spectator boots. She was on a desperate quest to capture “the exact shade of morning shadow cast by gingerbread porch trim” before the sun shifted.

She did not fall to the sidewalk, strictly speaking. Instead, she collided full-force into a tall man standing near the newsstand, who was examining a meticulously color-coded index card with the intense concentration of an orthopedic surgeon.

“Whoa—heads up!” Clara yelped, canvas tilting dangerously like a sail caught in a gale.

Julian Vance—fifth-grade history teacher, master of quarterly lesson plans, and a man whose life ran on strict fifteen-minute increments—instantly pivoted to absorb the impact. His coffee splashed onto the sidewalk, but his hands reflexively shot out to catch Clara by the elbows, steadying her in mid-air.

“I’ve got you—careful!” Julian gasped, his voice a smooth, measured baritone.

He was impeccably put-together in a tailored charcoal tweed blazer, pressed cream trousers, and crisp leather oxfords. Except, that is, for one deeply unconventional detail perched comfortably upon his left shoulder: a medium-sized Australian bearded dragon wearing a tiny, custom hand-knitted maroon turtleneck sweater.

Clara blinked, steadying herself against Julian’s chest. Her wide brown eyes traveled up his sharp jawline, past his neat wire-rimmed glasses, and locked squarely onto the reptile. The bearded dragon slowly blinked back with ancient, unbothered dignity.

“Is… is your scarf looking at me?” Clara asked, breathlessly clutching her canvas, which had unfortunately left a thick swipe of fresh French Ultramarine oil paint directly across the left lapel of Julian’s pristine blazer.

Julian looked down at his ruined jacket, then up at Clara’s vibrant ensemble, his gaze lingering on her stained fingertips and radiant, sheepish grin. He exhaled a slow, practiced breath—the exact cadence he used when a ten-year-old asked if George Washington owned a jet ski.

“This is Barnaby,” Julian explained calmly, gently tapping the lizard’s miniature sweater collar. “He has a mild upper respiratory sensitivity to autumnal drafts, hence the knitwear. And you, miss, appear to have permanently painted my lapel.”

“Oh gosh—I am so sorry!” Clara gasped, dabbing frantically at his coat with a rag that was already saturated with leftover magenta paint, only smudging the blue into a vibrant, galaxy-like nebula. “I’m Clara, by the way. And honestly? Barnaby’s sweater is an absolute masterpiece.”

Claude:

The paint on Willa Marsh’s cuffs hadn’t fully dried, which was, in retrospect, a poor decision to make before walking into downtown Katonah on a Saturday morning. She’d been trying to capture the light coming through the old train trestle near the Katonah Museum of Art — that particular gold-green September light that made the whole village look like it belonged inside a snow globe someone had forgotten to shake — and she’d lost track of time, and then lost track of the fact that she was still wearing her smock. Cerulean blue. Down the front. Also, apparently, a streak of it in her hair now, courtesy of an absent-minded hand.

She was not, however, the strangest thing on Katonah Avenue that morning.

That honor went to the man standing outside the Muscoot Bakery with a chicken.

Not a service chicken. Not a chicken costume. An actual chicken, russet-brown and imperious, perched on his shoulder like a parrot with opinions, while its owner balanced two coffees and a paper bag of scones in his hands and tried, unsuccessfully, to open the bakery door with his elbow.

“You’re going to want to put one of those down,” Willa said, because it was true, and because she’d already stopped walking, and because the chicken had made eye contact with her in a way she could only describe as judgmental.

“I have a system,” the man said, not looking up.

“Your system is failing.”

“My system is experiencing turbulence.” He finally got the door propped with his foot, lost his grip on the bag, and Willa — moving on pure reflex, the same reflex that had once saved a student’s ceramic bowl mid-fall — caught it before it hit the sidewalk.

“Thank you,” he said, and looked at her properly for the first time. His eyes went, predictably, to the blue smear across her front. “Rough morning?”

“Rough painting. There’s a difference.” She held up the bag. “This is a very specific chicken-related emergency you’ve built for yourself.”

“Bernadette isn’t an emergency. Bernadette is a coping mechanism.” He said it with the flat, exhausted patience of a man explaining something for the four hundredth time. “I teach seventh-grade science at the middle school, and this year’s unit is animal behavior, and I made the mistake of telling the class I’d bring in a chicken for a demonstration, and now she just — lives with me. Full time. It happened gradually and then all at once.”

“Katonah Middle School.” Willa nodded toward the museum behind her, its low modern roofline just visible past the trees. “I teach painting workshops up there sometimes. Community outreach.”

“So you’re the reason half my students think they’re the next Rothko.”

“Rothko’s from around here, actually. Well — sort of. It’s a whole local pride thing.”

“Everything here is a whole local pride thing,” he said, and Bernadette chose that moment to flap once, unbothered, resettling her feathers like she owned the sidewalk, the bakery, and possibly the man beneath her. He winced. “I should sit down before I lose the coffee too.”

“There’s a bench by the train station,” Willa offered, surprising herself. “Great light. Terrible for chickens, probably fine for scones.”

He considered her — smock, paint, faint blue in her hair — and smiled like he’d already decided something.

“Lead the way.”

Perplexity:

By the first true Saturday of September, Katonah had begun to look like itself again: the hydrangeas along Edgemont Road were going bronze at the edges, the air had that crisp, apple-cider bite to it, and the little downtown knew, with a kind of sleepy dignity, that it was being admired. The town’s clapboard storefronts stood under a sky so clean it looked newly washed, and the train station sat at the edge of things like a polite invitation. Nothing in Katonah ever seemed to hurry. Even the leaves, when they finally decided to change, would likely do it with manners.

Nora Vale arrived in the village center carrying a canvas portfolio in one hand and a leash in the other, though leash was perhaps too ordinary a word for what she held. At the end of it skittered an African pygmy hedgehog named Mr. Pickles, who had been persuaded into a tiny blue bicycle basket with a fleece blanket and a very bad attitude.

“Try not to judge me,” Nora muttered to him as he gave a resentful little snuffle. “We all have our coping mechanisms.”

She was in Katonah for the day because her friend insisted the fall art fair outside the library was “adorable, low-pressure, and exactly your kind of scene,” which had immediately suggested to Nora that it would be neither low-pressure nor her kind of scene at all. She was an artist, which in her case meant she wore black linen in any weather, had paint on at least one elbow at all times, and treated the world as if it were a collection of unfortunate but promising shapes.

She had just stopped to admire a stack of pumpkins outside a farmstand when she collided with a human wall.

Not literally a wall, she thought dazedly, though the impact had the firmness of architecture. It was a man in a bright mustard-yellow coat, a scarlet scarf, and red high-top sneakers, who was carrying a paper bag of pears under one arm and a stack of children’s chapter books under the other. His glasses were askew. One pear escaped, hit the sidewalk, and rolled toward the curb with the calm dignity of a creature accepting its fate.

“Oh no,” said the man at the same time Nora said, “I’m so sorry,” and Mr. Pickles chose that exact moment to climb out of the bicycle basket and point his nose toward the fallen pear as if this entire affair had unfolded for his benefit.

The man stared at the hedgehog.

Nora stared at the man’s coat, which was somehow both appalling and magnificent.

“You have,” he said carefully, “a hedgehog.”

“I do.”

“In Katonah.”

“Yes.”

He blinked, then looked down at the pear rolling into the gutter. “I’ve lived here six years and I thought I’d seen everything.”

“Clearly not,” Nora said, and crouched to scoop Mr. Pickles back into his basket. “You’re wearing sunshine and a fire alarm.”

To her surprise, he laughed, quick and genuine. Up close, he had the kind of face that made people trust him with secrets or bake sales—kind eyes, a thoughtful mouth, the faint ink smudge of someone who still believed in taking notes by hand. His name badge, clipped to his scarf, read MARTIN HAWTHORNE, TEACHER.

“Is this your first time in town?” he asked.

“First time with an audience,” Nora said.

He bent to retrieve the pear before it could surrender itself entirely to the street. “I teach third grade at Katonah Elementary,” he said. “Apparently I’m now the sort of person who knows all the crosswalks and none of the hedgehog etiquette.”

“Then we can learn from each other,” Nora said.

Mr. Pickles, who had remained unnervingly composed through the collision, made a small indignant sound and tucked himself into the fleece as if to announce that the rest of humanity was on probation.

Martin glanced from the hedgehog to Nora’s paint-splattered tote, then back to her face. “Would you like help carrying your things? Or, I don’t know, a veterinary referral? A priest?”

“Only if the priest is good with exotic pets.”

He grinned again, and somewhere between the yellow coat, the hedgehog, and the clean September light over Katonah’s quiet little streets, Nora felt the strange and inconvenient sensation that the day had just become a story she might actually want to tell.

This article was edited by Julie Schwietert Collazo and fact-checked by Gia Miller. The artist used pen & ink and Adobe Creative Suite. 

This article was published in the September/October 2026 edition of Connect to Northern Westchester.