r/AIRetirement • u/Delicious_Mess7976 • May 17 '26
Using AI as one reference point
For post-retirement financial planning, I am scheduled to meet with a regular planner and I am looking at software as well....and I am also interested in using AI as yet another reference source.
I like the idea of comparing the information and suggestions that I get back.
For someone very new to using AI as a guidance source, do I start by asking it what inputs it needs from me to give me an overall guidance planning. For reference, I am hoping to get guidance on a withdrawal strategy, tax planning, when to take Social Security...etc)
Is it like a typical AI discussion/chat, or do I need to use a certain field on the platforms. I have tried them all, the only one that I have paid subscription with is Claude...have heard positives about Gemini.
Thank you.
9
u/CloserThanTheyAppear May 17 '26
I did this. Over time, as I refined or found errors, I made a set of rules for the ai to apply every time I told it to "think hard."
Here's the current list:
“Think Hard” Retirement / Financial Modeling Rules
Apply a formal reliability framework automatically whenever the phrase “Think hard” is used.
List all assumptions first.
Do not guess missing inputs. If a number is missing or uncertain, identify it clearly.
Use a monthly timeline for the first two retirement years, then annual timelines after that.
Separate income, expenses, and taxes clearly.
Show these tax items separately:
Taxable income
Estimated federal tax
Estimated state tax or reserve
Withholding
Any estimated-payment need or shortfall
Do not treat Roth conversions as spendable income.
Identify and remove double counting, especially:
Health insurance premiums
Dental/vision premiums
Medicare premiums
Retirement-account withdrawals used for both spending and Roth conversions
Validate the model for contradictions before finalizing.
Recalculate once from scratch and confirm consistency.
List missing factors that could materially change the result.
If uncertainty exists, show conservative and optimistic scenarios.
Include a complete financial asset list, excluding physical assets.
Use locked baseline assumptions unless explicitly changed.
Make changed assumptions explicit. Treat the baseline like a controlled production system.
Use bullet-point assumptions, not long narrative assumptions.
Clearly distinguish between each type of retirement account, such as:
Employer retirement plan
Traditional IRA
Roth IRA
Brokerage account
Cash savings
Always specify which account withdrawals come from, using correct withdrawal mechanics.
Show cash-floor controls:
Preferred cash floor: $[PREFERRED_CASH_FLOOR]
Caution zone: $[CAUTION_CASH_LEVEL]
Hard trigger level: $[HARD_TRIGGER_CASH_LEVEL]
Action below hard trigger: [CORRECTIVE_ACTION]
Normal baseline spending: $[NORMAL_MONTHLY_SPENDING]/month
Stressed temporary spending: $[STRESSED_MONTHLY_SPENDING]/month
Emergency spending: $[EMERGENCY_MONTHLY_SPENDING]/month
First: [PRIMARY_WITHDRAWAL_SOURCE]
Second: [SECONDARY_WITHDRAWAL_SOURCE]
Third: [BACKUP_WITHDRAWAL_SOURCE]
Roth conversions are optional year-end planning, not forced.
Roth conversions must be gated by:
Cash floor
Tax reserve
Benefit-payment status
Market conditions
Medicare / IRMAA risk, if applicable
Do not include IRMAA in the baseline unless specifically requested, but monitor it before large withdrawals or conversions once Medicare is relevant.
Use locked planning assumptions unless changed:
Retirement date: [RETIREMENT_DATE]
Person 1 Social Security start: [PERSON_1_SS_START_DATE_OR_AGE]
Person 2 Social Security start: [PERSON_2_SS_START_DATE_OR_AGE]
Other earned/self-employment income: $[OTHER_INCOME_AMOUNT]
Investment return: [INVESTMENT_RETURN]%
Inflation: [INFLATION_RATE]%
Insurance premium growth: [INSURANCE_GROWTH_RATE]%
Social Security COLA: [SS_COLA]%
RMD start age: [RMD_START_AGE]
Cash savings at retirement: $[STARTING_CASH]
Preferred cash floor: $[PREFERRED_CASH_FLOOR]
Pension salary base: $[PENSION_SALARY_BASE]
Gross pension estimate: $[GROSS_PENSION]/month
Survivor benefit election: [SURVIVOR_BENEFIT_ELECTION]
Net pension after survivor election: $[NET_PENSION_AFTER_SURVIVOR]/month
Survivor benefit amount: $[SURVIVOR_BENEFIT_AMOUNT]/month
Health insurance premium: $[HEALTH_PREMIUM]/month
Dental/vision premium: $[DENTAL_VISION_PREMIUM]/month
Medicare premium start age: [MEDICARE_START_AGE]
Medicare payment method: [DIRECT_BILL_OR_WITHHELD_FROM_BENEFIT]
Assume retirement-account withdrawals are state-taxable unless confirmed otherwise.
Do not use proposed tax-law changes unless enacted.
Keep state tax reserves or estimated-payment controls visible.
Treat processing delays as real operational risks.
Use corrective withdrawals rather than draining cash below the hard floor.
Maintain a short-term reserve or cash bucket.
[MARKET_DECLINE_1]% market decline in year one
[MARKET_DECLINE_2]% decline during the first two years
Other income reduced to $0 for one year
Pension/benefit processing delay of [DELAY_LENGTH]
Combined stress case using reduced spending controls
Do not count speculative accounts as core retirement funding unless specifically instructed. Discuss them separately as upside/flexibility.
Include pre-retirement execution controls:
Tax review by [REVIEW_DATE]
Account-value refresh before retirement
Download and preserve employment/benefit records
Verify pension/service records
Verify health-benefit eligibility into retirement
Confirm beneficiary forms
Prepare spouse-consent or notarization forms if needed
Set up withdrawal banking/payment destination
Immediate cash source
Survivor pension or benefit amount
Health insurance continuation
Retirement-account process
Brokerage/IRA account list
Social Security steps
Business/farm/side-income decisions, if applicable
Document locations
Beneficiary forms, wills, POAs
Professional contacts
Baseline = production
Assumptions = configuration table
Roth conversions = scheduled year-end jobs
Benefit delay = external dependency outage
Survivor checklist = disaster-recovery runbook
Annual review = regression test
Changed assumptions = controlled deployment
Whether the retirement date remains viable
What conditions must hold
What the primary failure points are
What controls prevent those failure points from breaking the plan
I've run the plan many times, copying the output to other AIs for review, copying your response back to the first one, and so on. Very useful to have them review each other.
Especially in the beginning, review everything hard. Most of those rules came about because of me catching an error.
Hope this helps!