Wakalix/Guides/A decision for engineering leaders

What to report to the board after a quarter of AI-assisted delivery.

The board wants to know what the AI investment is doing. This guide sets out four answers that survive a second question, three numbers to leave out, and ends with an exercise that drafts your board page from your own figures.

A seven-minute readFor CTOs and engineering leadersJump to the exercise ↓

The situation

A short question, and answers that don't survive the next one.

It's the last board meeting of the quarter. The AI line has grown three quarters running, and a board member asks what it's doing for the company. You have numbers: the seats you bought, how many engineers use the tools each week, a survey where most of them say they feel faster, and a productivity figure from a vendor's report.

Each one falls at the next question. Faster at what? Compared with when? What did it cost to get there? Seats and adoption describe the spend, not what it bought. A survey is a feeling. A vendor's percentage came from someone else's teams.

What the board wants is plainer: what shipped, what it cost, and whether that's getting better, in terms it can compare from one quarter to the next.

The four answers

Four answers that survive a second question.

Each one comes from a record, not a recollection, so someone else could rebuild it. Report the same four every quarter, and the comparison does the persuading.

1

What shipped

Why it matters
It's the only answer that says the investment produced something.
The number behind it
Work items accepted and cycles closed, by product.
The trap
Counting activity: prompts sent, pull requests opened, lines changed. Only accepted work counts.
2

What it cost

Why it matters
The board approved the budget. It should see what the budget bought.
The number behind it
AI spend from your own subscriptions, set against what you estimated before the quarter.
The trap
The invoice total, with no link to the work it paid for.
Connecting spend to work: Where does your AI spend actually go? →
3

How often it was right first time

Why it matters
Rework is where AI cost hides. A change that needed three attempts cost three times as much.
The number behind it
The share of accepted work that was accepted on its first attempt.
The trap
Hiding rework by reporting only what finally shipped.
4

What it asked of your people

Why it matters
AI doesn't remove the need for judgement. It changes where your people spend it.
The number behind it
The decisions AI asked of your people, and who made them.
The trap
Pretending the AI needs no one. The board will ask who is accountable.

What to leave out

Three numbers that won't survive the room.

Lines of code, or the share of code written by AI

It measures volume, not value, and it rewards exactly the changes you'd rather not ship.

A productivity percentage you can't reproduce

If nobody in the room can rebuild it from your own records, the first sceptical question ends it.

Savings you haven't measured

An estimate presented as a saving becomes a promise you'll be held to next quarter.

The questions

Five questions to settle before the next board meeting.

Settle them with whoever owns engineering finance. They decide whether next quarter's page can be compared with this one.

  1. Who owns the numbers?

    Ownership

    If nobody owns them, each board meeting starts with a different version of the truth.

  2. Where does each number come from, and could someone else rebuild it?

    Source

    A number only one person can produce is an opinion with a decimal point.

  3. What did we estimate before the quarter started?

    Estimate

    Without an estimate, spend can't be over or under anything. It's just a bill.

  4. What will we compare against next quarter?

    Baseline

    Choose the baseline now. Choosing it after the results arrive looks like what it is.

  5. What is the one sentence we want the board to remember?

    Message

    The numbers support a message. Decide it before you build the page, not after.

Try this on your organisation

Draft your board page.

Enter last quarter's figures. Where you don't have one, tick “We can't say yet”: the gap is part of the answer. Nothing you type leaves this page.

The quarter
The figures
$
$

These are example figures. Replace them with yours.

Board page
1What shipped

2What it cost

3How often it was right first time

4What it asked of our people

A gap isn't a failure. It's the first thing to fix before next quarter, and it's more honest than a number nobody can rebuild.

With Wakalix

The board page, built from the record.

One answer for the board, built from the record: what shipped, what it consumed, how often it was right first time, and how much of your people's time it took. Wakalix keeps that record as the work happens, so the page isn't rebuilt by hand each quarter.

  1. 1
    What shippedItems accepted and cycles closed, per product and per team.
  2. 2
    What it costUsage from your own subscriptions, measured on your machines, never an agent's account of itself. Every item is estimated before it starts.
  3. 3
    Right first timeHow often work was accepted on the first attempt, and what needed more.
  4. 4
    What it asked of your peopleHow many decisions AI asked of your people.
Reports › Delivery
The delivery report by cycle: each cycle's product and phase, the items planned and done, how many times an agent asked a person, and the time each cycle took to close.
Product screen · the delivery report: every cycle, what was planned and what was done

Your AI subscriptions and their bills stay your own. Wakalix never runs the model.

Next

Bring your draft to a conversation.

Draft the page with your finance partner and mark the gaps. Then tell us. We'll walk you through the same four answers in Wakalix, built from the record.