Who it is for
For anyone who wants a long-term savings and retirement plan without grinding through the projections and the boring math themselves.
Personal Finance / Intermediate
Retirement on Autopilot
Build a long-term savings and retirement plan with AI handling the projections and the boring math.
The problem
It starts with the situation you're actually in.
More savers are leaning on AI chatbots for retirement help, even as experts flag real accuracy limits. The fix is to use AI as a second opinion on your plan, not as an oracle.
A retirement plan built once and never touched is worth less than the afternoon you spent on it. One 32-year-old had a 401(k) the whole time — she just never opened it, and her target-date fund had quietly allocated her savings as if she'd retired a decade early.
Outcomes
What you'll be able to do.
The Wish With No Edges
You learn why "I want to retire comfortably" isn't a plan. To one person comfortable means a paid-off house and quiet mornings; to another, two international trips a year and always picking up the check at family dinners.
The Plan That Looked Fine in a Straight Line
You spot the tempting shortcut: current balance times an annual growth rate, raised to the years you have left. Compound it out and you get a clean, confident number that only holds up in a straight line.
The Fund That Forgot Your Age
You picked a fund with a year in its name that roughly matched your retirement date, then moved on. But "set it and forget it" only works if the fund's idea of your timeline still matches yours.
When the Saving Stops and the Spending Starts
For thirty years the instructions were simple: put money in, leave it alone, let it grow. The day you retire, every one of them reverses — and most get harder.
Inside the book
A closer look at the work inside.
Your AI Co-Pilot Readiness Self-Assessment
Before you point an AI model at your retirement, take an honest reading of where you stand. Score each statement from 1 (not true at all) to 5 (completely true) and total it up — starting with whether you know roughly what you have saved across all retirement and brokerage accounts.
Why This Book Exists checklist
- 8–18 — Build the foundation first. Your inputs and habits aren't ready for projection yet. Chapters 2 and 3 are your priority; don't rush to run the math.
- 19–30 — Ready to fly with a checklist. You have the basics. Work the book in order and lean hard on the verification rules.
- 31–40 — Ready to stress-test. You're organized enough to push past baseline projections quickly. Spend extra time in Chapters 5 through 7, where the real money decisions live.
Your Data Room Is Ready When
Run this before you move to another chapter. Every box should be checked with a real figure, not an estimate.
- Every retirement account is listed with balance, tax treatment, and an allocation note.
- Workplace-plan balances are marked Traditional or Roth, confirmed against the plan rules (IRS pages for 401(k), school and nonprofit workplace, and 457; tsp.gov for the Thrift.
- Contribution rates come from a current pay stub, not memory.
- The employer match formula includes its cap.
The Prompt Pattern: From Messy Notes to Model-Ready Brief
Once the four zones are filled and stripped of identifiers, you hand them to the model as a structured brief, not a paragraph of prose. Structure beats narrative because it lets the model spot what's missing — and a missing input is the failure you most want caught before projection day.
Case Study: The Allocation That Said She'd Already Retired
The New York Times reported on Caitlyn Yingling, a 32-year-old who had a 401(k) but had never opened it. When a personal-finance podcast finally nudged her to look, she found her Fidelity target-date fund allocated as though she'd retired in 2015 — roughly a decade before she started looking.
The Prompt Pattern: From Messy Notes to Model-Ready BriefInside the book
Visual preview
A diagram you can keep open while you work.
Table of contents
8 chapters, built to be read in order.
01
The Co-Pilot, Not the Pilot
02
Building Your Financial Data Room
03
Turning "Enough" Into a Number
04
Running the Projections
05
Stress-Testing the Plan You Trust
06
Auditing Your Portfolio for a Second Opinion
07
Designing the Drawdown
08
Setting It on Autopilot
140
Pages
15,800
Words
50
Exercises, checklists & tools
8
Chapters
Formats
Three formats. One purchase.
EPUB, PDF, and HTML are included so the book can work on an e-reader, as a designed copy, or as a searchable desk reference.
EPUB
For e-readers and reading apps.
The designed edition with diagrams and layouts intact.
HTML
Searchable, copy-pasteable, and practical as a reference.
Complete guide
Retirement on Autopilot
$9.99
Intermediate guide pricing
- ✓EPUB + PDF + HTML included in one purchase
- ✓8 chapters from the complete guide
- ✓DRM-free files for your own devices
- ✓7-day refund review for duplicate purchases, access issues, wrong files, or materially defective downloads
Secure checkout / instant download / tax handled at checkout
Before you buy
Questions, answered.
Does this include the full book?
Yes. You get the complete edition, including the chapter sequence and internal materials described on this page.
Which formats are included?
EPUB, PDF, and HTML are included so you can read on an e-reader, keep a designed copy, or use the searchable browser version.
What is the refund policy?
Because this is an instant digital download, broad change-of-mind refunds are not offered after the files have been accessed. Refund requests are reviewed within 7 days for duplicate purchases, accidental purchases before access, access failures we cannot fix, wrong files, corrupted files, or pages that materially misdescribe the book.