Futurez
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Methodology & accuracy

Trusting the numbers

We tested our simulation engine against the research professional planners rely on and published where we don’t match.

Last updated July 17, 2026
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When Futurez tells you there’s an 89% chance your money lasts 30 years, that number is only worth something if the engine behind it is sound. You shouldn’t take our word for it. So we tested our simulation engine against the same published research that professional financial planners rely on, and we’re publishing the results, including the places where we don’t match.

Section 01

What kind of number is this?

There are two ways to answer “will my retirement plan survive?”

Look backwards. Take the actual history of the U.S. market and replay it: how many real retirement start-dates would have survived? This is what the famous studies do — the Trinity Study, and Bengen’s original “4% rule.” It’s rigorous, and it’s the foundation of modern retirement planning. It also has a catch: the 20th-century U.S. market was unusually kind, and a backtest treats the luckiest run in developed-market history as the full range of possibility.

Look forwards. Simulate thousands of possible futures, including market sequences worse than any on record. This is what Futurez does, and it’s what the modern research firms do. It produces more cautious numbers, on purpose.

That distinction matters for reading everything below. If Futurez matched the backtests exactly, that would be evidence it was flattering you.

The right test

A forward-looking engine should read lower than a historical backtest. So the question isn’t “does Futurez match the history books?” — it’s “does Futurez agree with the other forward-looking engines?”


Section 02

The headline

Morningstar publishes an annual study of the safe withdrawal rate — how much you can pull from your portfolio in year one, adjusted for inflation thereafter, and still have a 90% chance of lasting 30 years. It’s forward-looking, built on their own capital-market assumptions, and one of the most-watched numbers in the profession.

3.9%

Morningstar’s 2026 figure is 3.9%. We ran the identical question through Futurez — same portfolio, same horizon, same 90% confidence bar — and landed on 3.9% too. Two independently-built, forward-looking engines arriving at the same answer, with nothing tuned to hit it.

Bar chart: Futurez’s safe withdrawal rate at 3.9% sitting exactly on Morningstar’s 2026 published rate of 3.9%.
Futurez’s safe withdrawal rate lands exactly on Morningstar’s 2026 figure — 3.9% vs 3.9%.

This is the single most meaningful validation we have: two forward-looking engines answering the same question, with no methodology difference between them.

We also checked Vanguard’s retirement calculator, using their own published example ($1.5M portfolio, $60,000/year, 30 years). Vanguard reports 91%; Futurez reports 89%. Vanguard’s engine draws on historical returns, which places it between the two camps — and a modest gap in the cautious direction is exactly what that predicts.


Section 03

We never flatter your plan

Across every published benchmark we tested, forward-looking and historical alike, Futurez lands at or below the published figure. Never above.

Grouped bar chart comparing Futurez to five published benchmarks (Morningstar, Vanguard, two Trinity horizons, Kitces); Futurez lands at or below the published figure in every case.
Across every benchmark, forward-looking and historical alike, Futurez lands at or below the published figure — never above.

That’s the property that actually matters in a retirement plan. An engine that errs optimistic tells you to retire a year too early, or spend 10% too much, and you find out it was wrong at 82, when it’s too late to fix. We would rather be the tool that plays it a little safe.

Against the historical studies we run about five to six points below. Against Trinity’s 30-year 4% case, our results come out with a roughly 89% chance of success where the historical record says about 95%. We’re not going to explain that gap away. That gap is the whole point. It’s the difference between “this survived the 20th century” and “this survives most futures we can imagine, including bad ones.”

And we’ll show you our weakest result, too: against Trinity’s stock-heavy 75/25 case, we run about nine points below the published figure — our largest single gap in the suite. We’re showing it rather than hiding it, because publishing the weak spots is what makes the strong ones credible.


Section 04

Reproducing the relationships

Matching a single number could be luck. The stronger test is whether an engine independently rediscovers the shape of what the research shows.

Success-rate-vs-stock-allocation curve for a 30-year 4% retirement: Futurez closely tracks the Trinity Study’s shape — a steep climb from a bond-only portfolio, then a plateau past roughly 60% stocks.
Futurez rediscovers the Trinity Study’s allocation frontier without being told its shape.

The Trinity Study found something that cuts against most people’s retirement instinct. The conventional move is to play it safe once you retire: shift out of stocks and into bonds so a market crash can’t sink you. But over a 30-year retirement with inflation-adjusted withdrawals, that “safe” choice is the riskiest one: a bond-heavy portfolio is the most likely to run dry, because its low returns can’t keep up with inflation while you draw an ever-rising income from it. Holding more stocks, up to a point, actually raises the odds your money lasts. Futurez was not designed specifically around this idea yet it produces the same curve: a steep climb up from a bond-only portfolio, then a plateau once you’re past roughly 60% stocks, with the cautious end of our curve sitting almost exactly on Trinity’s.


Section 05

The saving side

Everything above is about spending money down. Futurez also has to get building it up right.

Line chart of savings as a multiple of salary from age 30 to 67 for a 15%-per-year saver on a de-risking glide: Futurez lands almost exactly on Fidelity’s 1x/3x/6x/8x/10x milestones.
Model the de-risking glide a real saver uses, and Futurez lands right on Fidelity’s milestones.

Fidelity publishes a well-known guideline: save 15% of your salary and you should have roughly 1× your salary saved by 30, 3× by 40, 6× by 50, 8× by 60, and 10× by 67. Those milestones assume a target-date approach, a portfolio that de-risks toward retirement, shifting from stocks into bonds as you age, so that’s what we modeled, rather than a fixed allocation.

Do that, and Futurez tracks the line almost the whole way: 0.9× / 2.9× / 6.0× / 8.4× / 9.9× against Fidelity’s 1× / 3× / 6× / 8× / 10×.

Two honest caveats. Fidelity’s milestones are a deliberately conservative planning target — a floor you’re meant to clear, not a forecast. And we matched them with a moderate glide; a saver who holds more stock along the way would, in our model, finish above the milestones, because our returns are a touch more generous than Fidelity’s cautious assumption. Either way, a disciplined 15% saver reaches the mark.


Section 06

It’s your decision, not the dice

This is the property that makes Futurez worth using to actually decide something, not just to read a number.

Take a retiree drawing $40,000 a year with an 89% chance of lasting 30 years, and make one ordinary change: trim spending by $200 a month, roughly one dinner out a week, about a 6% cut. The chance of success rises to 92%.

The figure that matters there isn’t the 89 or the 92 — it’s the three-point gain. And you can trust it, because both versions of the plan are scored against the same 1,000 market futures. Nothing is reshuffled between runs; the only thing that changed is the spending. Run either version again and you get the identical answer.

Contrast that with a simulator that draws fresh random markets on every run. There, the same good decision can make the number fall, not because it was a bad decision, but because a new roll of the dice happened to land worse, and you’d have no way to tell a real improvement from a reshuffle. Every success rate, ours included, carries a couple of points of sampling wobble. What Futurez does is keep that wobble out of the comparison, so a move of a few points is a signal you can act on.

So read the number the way it’s meant to be read: don’t agonize over 85% versus 87%. Ask what moves it, and trust what the tool tells you about the size and direction of that move. That’s the question a plan is actually built to answer.


Section 07

How the engine is built

The benchmarks above test the engine’s output. Underneath them is a market model calibrated against roughly a century of U.S. market history, real returns, real crashes, real inflation, with volatility, fat tails, clustered downturns, and stock/bond behavior all tuned to match the record. On top of that, we deliberately mark near-term stock returns down toward the cautious forecasts that major asset managers publish today, because current stock valuations are historically high. In plain terms: the model’s behavior is grounded in history, and its near-term return outlook leans conservative on purpose.


Section 08

What we’re not claiming

  • These are probabilities, not promises. No simulation knows the future. A 90% plan fails one time in ten, and that’s the point of the number.
  • Reproducible isn’t the same as certain. Your plan always scores the same, and that’s a real feature, but it doesn’t make the number exact. It’s still one model’s estimate, resting on assumptions about future returns, and those assumptions do the heavy lifting. That’s why we report whole percentages and never decimals: a decimal would be stable, but it wouldn’t mean anything.
  • We didn’t match every benchmark, and we showed you the misses. The stock-heavy Trinity case is our largest gap, at about nine points below.
  • Benchmark comparisons are approximate. Our portfolio settings don’t map perfectly onto the exact stock/bond mixes each study used, so a point or two of every difference above is that mismatch rather than the engine.
  • This isn’t financial advice, and past performance, including 100 years of it, can’t guarantee future returns.

Section 09

The bottom line

Tested against the retirement industry’s published research, Futurez matches the leading forward-looking study almost exactly, reproduces the relationships the historical studies found, tracks the industry’s savings milestones, and on every single benchmark never once claimed your plan was safer than the research says. That’s what we mean when we say you can trust the number.

See your own numbers

Build a plan, run it across 1,000 futures, and compare the decisions that matter most.

Start your free 14-day trial

Section 10

Frequently asked questions

How accurate is Futurez?

We benchmarked the engine against the retirement industry’s published research: Morningstar, the Trinity Study, Bengen’s 4% rule, Vanguard, and Fidelity. On the one true like-for-like comparison (Morningstar’s 2026 forward-looking safe-withdrawal-rate study) Futurez matches at 3.9% vs 3.9%. Against every benchmark tested, it lands at or safer than the published figure. Never more optimistic.

Is a Monte Carlo retirement calculator accurate?

A Monte Carlo simulation is only as good as its market assumptions and its math. We validate both: our assumptions are calibrated to roughly a century of market history, and we maintain thousands of automated tests on all the meaty engine parts. No simulation predicts the future, these are probabilities, not guarantees, but the method is the same one professional planners and firms like Morningstar and Vanguard use.

Why is Futurez’s number lower than the 4% rule says?

Because the 4% rule (from the Trinity Study and Bengen’s work) is a backtest of 20th-century U.S. history, an unusually favorable run. Futurez is forward-looking: it simulates futures worse than anything on record, so it reads a few points more cautious on purpose. A forward-looking engine that matched the backtests exactly would be flattering you.

What is a safe withdrawal rate for 2026?

Morningstar’s 2026 study puts the starting safe withdrawal rate at 3.9% for a 30-year retirement with a 90% success target. Running the same question, Futurez arrives at the same 3.9%. Your own safe rate depends on your portfolio, horizon, and how much certainty you want, which is exactly what the simulator is for.

Does Futurez guarantee my plan will work?

No. Futurez models possible futures and reports the chance your plan succeeds across 1,000 market scenarios. A high number is reassuring, not a promise. The tool is deliberately built to lean cautious rather than optimistic. It is not financial advice.

Sources

Morningstar, “What’s a Safe Retirement Withdrawal Rate for 2026?” (3.9% base-case starting safe withdrawal rate, 30-year horizon, 90% success target). Vanguard Retirement Nest Egg Calculator, published example ($1.5M, $60,000/yr, 30 years). Cooley, Hubbard & Walz, “Retirement Savings: Choosing a Withdrawal Rate That Is Sustainable” (the Trinity Study). W. Bengen, “Determining Withdrawal Rates Using Historical Data,” Journal of Financial Planning (1994). Fidelity retirement savings-rate guidelines. Benchmark figures are the representative values reported in those sources.

Method

Each Futurez figure is the result of 1,000 Monte Carlo trials on inputs reconstructed from the cited source. “Success” means the portfolio is never depleted over the stated horizon. Trials are deterministic — a given plan is always evaluated against the same 1,000 market scenarios — so every figure is reproducible, and differences between plans reflect the inputs rather than resampling. Results are reported as whole percentages because the underlying market assumptions, not the trial count, dominate the uncertainty. The engine’s math was additionally verified against an independently written 200,000-trial reference implementation, which it tracks within about three percentage points. Figures illustrate engine behavior and are not financial advice, a guarantee of future results, or a recommendation of any withdrawal rate or allocation.

Futurez

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