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Planning Your Financial Future with AI — a year of
         spending, from your own statements. Two people at a kitchen table reading bank
         statements beside a laptop showing charts; the OWL Planning owl in the corner

Most people are wrong by a fifth or more when they guess what a month costs them. The number is in your bank statements, and a small tool can read it out — on your own laptop, with nothing uploaded. Six months of exports (one will do) give you the figure every plan starts from.

What you get
Your recurring monthly figure and the annual number behind it — measured, not estimated, and marked as one or the other
The five kinds of money that move but are not spending — transfers, savings, lending, pass-throughs, income — and why counting them is the usual mistake
A budget file and a one-page dashboard you keep, and the interview that turns each unclassified line into a rule you wrote
OWL Planning Optimal Wealth and Longevity Planning
Date
Saturday 26 September 2026
Time
10:30 AM
Where
30 Adelaide St E
Toronto, ON M5C 3G8
Recording
Watch on YouTube

Watch the talk

The talk as a seven-minute video: what a year of your life costs, how to get that number from your own statements with a desktop AI app, and why the next step is a conversation with a human advisor.

Try it yourself

The method is written up in A Year of Spending, from Your Own Statements: only one of six kinds of money movement is spending, and the tool measures that one. The tool itself runs in your browser at collegica.org/apps/owl-planner — nothing is uploaded — or on your own machine from github.com/Collegica/owl-planner.

All you need is a computer with the desktop app of ChatGPT, Claude or Gemini and, for every account you spend from, the last six months of exports from online banking; one month is enough to start.

The talk’s slides — online, PDF or PowerPoint — cover how Collegica started, aging well, and the steps to follow at home: one folder of exports, the prompt below, the questions only you can answer, and how to check the result.

The prompt

Install the desktop app of ChatGPT, Claude or Gemini — the app, not the website, because the app can open a folder on your computer and work on it (Gemini’s desktop app does this on a Mac first; on Windows it is still rolling out). It is also safer: the app writes code that processes your statements, so the files stay in your folder and the arithmetic is done by code. Let it open the folder with your exports, and paste this. You don’t need to read the article yourself: the prompt gives it to your AI, which follows the method and tells you what it found before it goes on.

This is what the output looks like, for an illustrative Toronto family of four.

Want to see it work first? An invented household’s four statements make a folder to try it on.

Read this article in full, the whole page and not a summary, including the
sections on rules and how the number is computed:
https://www.collegica.org/aging-well/budget-from-statements/

It describes a method for turning bank statements into one number: what a
year of my spending costs. Carry out that method yourself on the
bank exports in the folder I've pointed you at. Write and run code for the
arithmetic; don't add things up by eye.

Rules, taken from the article:

1. Read only that folder. Write your output to a new subfolder called
   `budget-output`. In your replies give totals and merchant names, never
   account numbers or full descriptions. Where the article is silent (what
   counts as a complete month, how to treat quarterly items), say which choice
   you made.
2. Load every file before concluding anything. Reduce each to Date,
   Description, Amount (negative = money out), drop duplicates, and tell me
   any file you couldn't parse, or whose totals you couldn't check, rather
   than guessing.
3. Classify every transaction as exactly one of: transfer between my own
   accounts, lending or its repayment, savings, pass-through, income, or
   spending. A credit-card payment is not spending; the card purchases
   already are.
4. Recurring spending is the median of complete months, times twelve. Show
   the spread (lowest and highest month as a percent of the median) and say
   whether it is steady.
5. If a fixed monthly payment clears on different days around month-end,
   charge it monthly. Show the monthly figure both from the payments that
   cleared inside the window and counting the payment that cleared just after
   it, and say which you used.
6. Hold out large payments that do not repeat (about $1,000 and up) and list
   them. Don't average them in and don't ignore them.
7. Do not decide what a statement can't tell you: whether a cheque or
   e-transfer was a loan, what a large payment was for, whether something
   was one-off, or whether it recurs yearly. List these as questions, largest
   dollar amount first, and do not put any of them in the planning figure
   until I've answered. Save each answer as a rule with the reason in
   `budget-output/rules.md`. If that file already exists, read it first and
   apply what it says before asking me anything.
8. Yearly costs a short window can't see (insurance, property tax, an annual
   trip) come from me, not from your extrapolation. Ask for them.
9. Label each figure "measured" or "stated". Don't extrapolate a year from a
   few weeks and present it as measured.

Output `budget-output/budget.md` with: recurring monthly and annual figure
and spread; one-offs; undecided large items; money lent and outstanding;
savings; income and savings rate; the total set aside as not-spending, by
kind; and the planning figure, which is recurring plus my stated yearly
items.

Then lay the budget out in `budget-output/advisor-form.md`, and the same as
`budget-output/advisor-form.html`, a page I can open in a browser. Use
exactly these groups and lines, in this order (lines separated by
semicolons), each with a figure per year and per month, a dash where there
is nothing, and a total for each group:

- Savings: Registered investments; Non-registered investments; TFSA; Other savings
- Housing: Mortgage; Rent; Municipal taxes; School taxes; Home insurance;
  Condo fees; Furniture, accessories, tools; Other housing expenses
- Utilities: Electricity; Heating; Telephone; Mobile; Cable; Internet;
  Other utilities
- Transportation: Public transit; Car loan / Lease; Gas; Car insurance;
  Registration; Driver's licence; Parking; Maintenance and repairs; Taxi;
  Other transportation fees
- Food: Groceries; Restaurants; Alcohol; Other food expenses
- Recreation / education: Cultural activities; Sports; Newspapers,
  magazines, music; Movies and game rentals; Lottery tickets; Travel;
  Courses; School fees; School supplies; Others
- Health care: Pharmacy; Dentist; Optometrist; Other health care expenses;
  Life insurance; Other insurance
- Debt repayment: Credit card 1; Credit card 2; Line of credit; Personal
  loan; Student loan; RRSP loan; HBP; Other loans
- Personal: Clothing; Hairdresser; Esthetician; Gifts; Pets; Tobacco;
  Children's allowance; Banking fees; Alimony; Childcare; Other personal
  expenses

Start it with a summary: income, any income taxes and payroll deductions
the statements show, savings, total expenses, and results (income minus
all of those). Mark any figure that is estimated rather than measured. An example of the finished layout:
https://www.collegica.org/events/monthly-budget/example

Start by telling me what files you found, which accounts they seem to be,
the date range, and any problems. Then stop and wait for me to say go.

Social versions: Instagram story, feed post and Facebook cover, with captions.

This page prints as an A4 flyer — use your browser’s print dialog.

© 2026 Collegica

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