Five Steps to Governed AI

Chapter Eleven

Put It Into Practice


Three actions any firm can take right now. No tools required. Takes a morning.

ACTION 01Write down what “correct” looks like

Choose the process that causes the most pain: fee billing, onboarding, reconciliation. Sit with whoever owns it. Write down what triggers it, what steps happen, what rules apply, what exceptions exist, and what the output should look like. Get sign-off. You now have a spec. Most firms have never done this for their most critical processes.

ACTION 02Find where the data actually lives

For that same process, list every system that holds the data. Custodian, CRM, portfolio system, shared drive, email, spreadsheet. Then ask which one is the source of truth when they disagree. If nobody can answer, that is your grounding problem.

ACTION 03Find your five hardest scenarios

Pull five real examples from the past year where the process was tricky: the exceptions, the unusual accounts, the ones that took extra time. These become your first calibration set.

None of this costs anything. It will tell you whether your firm is ready to build on its own judgment, or is still running on assumptions.

Choosing the first operation

Five tests for the first operation to govern.

Before anyone builds anything, decide where. The right first operation passes all five.

01  The error is denominated in dollars.
A wrong output becomes a refund, a clawback, a penalty, an overpayment. If an error costs nothing, govern something else first.
02  The rules already exist.
Written down, or writable in one sitting by the person who owns the process. If nobody can state what correct means, that is a decision problem, not an AI problem.
03  The volume is high enough to matter.
Daily or per-transaction, not quarterly. The discipline’s return compounds on frequency.
04  Someone senior already owns it.
A signature is available for the spec. Processes without an owner stall at step one.
05  Proof is already being demanded.
A board, an auditor, a regulator or a client is already asking how you know. The record pays for itself from the first run.

Fee billing, vendor payments, claims, onboarding, reconciliation: most firms have three candidates that pass all five. Pick the one that already hurts. The discipline is easier to learn on a process you can describe from memory.

The worksheets.

Four one-page worksheets. Italic lines are examples, not answers. Write over them.

WORKSHEET 01DECIDE

One process. One page. One signature.

Process
e.g., Quarterly fee billing reconciliation
What triggers it
e.g., Signed advisory agreement received from client
What rules apply
e.g., Billable balance from core ledger at quarter close
What exceptions exist
e.g., Estate accounts use the estate rate from date of death
What “correct” looks like
e.g., Invoice matches the calculated fee within $0.01
Signed off by
Date
WORKSHEET 02GROUND

Where the data actually lives.

SYSTEMWHAT IT HOLDSTRUTH?
e.g., Core ledgere.g., Balances and positions

Exactly one box should be ticked. If two are, that is the argument to have before anything is built.

WORKSHEET 03CALIBRATE

Your five hardest scenarios.

01e.g., Trust within a trust
02e.g., Deceased beneficiary mid-quarter
03
04
05
WORKSHEET 04THE RETURN

Run your own numbers.

The Return, from chapter two, with your figures in it.

Errors reaching clients, per year
e.g., fee or billing errors found at the annual review
Senior hours reconstructing answers, per year
e.g., 40 hours per “how do you know?” × requests × loaded rate
The last key departure
e.g., six months of rebuilt judgment, errors in the gap
Headcount added for growth, last year
e.g., ops hires that scale 1:1 with accounts won × loaded cost
TOTAL, CARRIED EVERY YEAR$

Compare the total to the cost of adopting the discipline on one operation. That is the business case, in your numbers, on one page.

Board questions

The questions your board will ask.

You will be asked these. The book’s answers, in one place.

“How do we know the output is right?”Because a separate system checked it against your written rules and said pass, with the rule named. Confidence scores measure the model; they say nothing about this answer.STEP FOUR
“What is the P&L impact?”Count what you carry now: errors reaching clients, senior hours reconstructing answers, headcount that scales with growth. Worksheet 04 turns it into your number.THE RETURN
“Is our data safe?”The agent reaches only the systems you connect, inside a boundary you set. There is no path out you did not open.THE BOUNDARY
“Our data is a mess. Fix that first?”No. Name one source of truth per field that matters and connect it live. That is a decision, not a data project.STEP TWO
“Build or buy?”The discipline is free and vendor-agnostic either way. Buy the enforcement when running the five steps by hand stops scaling.CHAPTER TEN
“What happens to our team?”They stop typing and start approving. The agent cannot sign off on its own work; your people keep the decision and the signature.STEP FIVE