A user relying on generative AI for retirement planning may vastly underestimate the size of the nest egg they need. This outcome is the result of a failure by both ChatGPT and Claude to use Monte Carlo simulations to forecast the probability of retirement success. Instead, both tools used fixed perpetual positive investment returns.
Related Brief Just now
scams Scammers Are Impersonating Real Social Security Employees — With Photos
Scammers are now using the names and photos of real Social Security Administration employees to trick retirees into surrendering money or personal information. The Social Security Administration's Office of the Inspector General has issued an alert about a significant increase in government impostor scam emails, where criminals falsely claim to provide access to Social Security statements. For retirees who depend on these benefits, such a message appears urgent and legitimate—exactly what scammers exploit. The fake emails often include the names and even images of actual SSA staff to deepen the illusion of authenticity. They typically claim there’s a problem with the recipient’s benefits or that they’ve won a prize—contingent on immediate action. That urgency is deliberate. The scam relies on bypassing scrutiny, pushing victims to respond before consulting family or verifying the message. Payment demands come in hard-to-trace forms: gift card numbers, wire transfers, or cryptocurrency. Once sent, the funds are nearly impossible to recover. The SSA warns that no legitimate agency will ever demand payment this way or threaten benefit suspension over unsolicited email or phone calls. Retirees should treat any unexpected communication with skepticism, especially if it invokes fear. When in doubt, hang up or delete the message. Then, independently call the SSA using an official number from its verified website. No prize, warning, or benefit update is worth the risk of a single unverified click.
In a test conducted by GOBankingRates, ChatGPT and Claude were prompted to create a financial plan for a 40-year-old wanting to live on $100,000 a year in retirement. The results showed that ChatGPT's math was wrong. Claude performed better by factoring in Social Security, tax brackets, inflation rates, insurance costs, and health savings accounts.
Related Brief 2h ago
social security reform Social Security’s insolvency date moves up as tax and immigration policies shrink trust fund
A typical couple who turned 60 in 2025 could lose $18,400 a year in Social Security benefits if lawmakers fail to act as the program’s insolvency date moves closer. The Congressional Budget Office now projects the Social Security Old-Age and Survivors Insurance (OASI) Trust Fund will be depleted by 2032, one year earlier than the 2023 projection in the June 2025 Social Security Trustees Report. The Committee for a Responsible Federal Budget confirms insolvency will hit by late 2032. The acceleration stems largely from the One Big Beautiful Bill Act (OBBBA), signed into law in July 2025. The OBBBA introduced a $6,000 senior tax deduction, reducing the number of beneficiaries paying taxes on their Social Security income. Since the program relies in part on that revenue, the change has a direct fiscal impact. The Social Security Office of the Chief Actuary estimated the law will drain $168.6 billion from Social Security between 2025 and 2034. The OBBBA also tightened immigration policy, potentially shrinking the U.S. workforce. Fewer wage-earners mean fewer payroll tax contributions, a primary funding source for Social Security. That pressure is compounded by declining birth rates. Without intervention, the CRFB warns benefit cuts become inevitable. For a couple turning 60 in 2025, that means a 24% reduction in annual benefits. While Congress could still act—through measures like adjusting retirement age, modifying cost-of-living adjustments, or expanding the employer tax base—the window for phased, predictable changes is closing.
Despite these differences in the result, neither AI tool used Monte Carlo simulations to forecastes the probability of retirement success. Both tools used fixed perpetual positive returns, which leads a user to underestimate the size of the nest egg needed.
Related Brief 15h ago
social security Social Security’s insolvency date has moved up by two years — and the $6,000 senior tax deduction is helping push it
A typical couple turning 60 in 2025 could lose $18,400 a year in Social Security benefits if Congress does nothing to address the program’s accelerating shortfall. The Congressional Budget Office now projects the Social Security Old-Age and Survivors Insurance (OASI) Trust Fund will be depleted by 2032 — two years earlier than the 2034 date estimated by the Social Security Trustees just months before. The shift stems directly from the One Big Beautiful Bill Act (OBBBA), signed into law in July 2025. The OBBBA introduced a $6,000 senior tax deduction, which slashes federal revenue collected from taxing Social Security benefits. The Social Security Office of the Chief Actuary calculated the bill will drain $168.6 billion from Social Security’s finances between 2025 and 2034. That revenue loss has pulled the insolvency date forward. The OBBBA also restricts immigration, threatening to shrink the workforce. Fewer wage-earners mean less payroll tax revenue flowing into the system — compounding the shortfall. The Committee for a Responsible Federal Budget warns that without congressional action, future retirees could face a 24% benefit cut.
The Ledger Morning The essential intelligence to start your trading day. Delivered 6:00 AM EST.
Join 50,000+ professionals who start their day with The Digital Ledger.
