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October 27, 2026

# Free things never get a job description.

By Michael Mancuso · October 27, 2026 · Originally published on LinkedIn

Free things never get a job description.

To the team using it, AI feels free. So nobody writes down what it's supposed to produce.

Accenture surveyed 750 executives at $1B+ companies in July.  
Under $1 of every $5 they spend on AI traces to a measured financial result.

The fix needs no new budget and no finance team.  
Before a team or an agent gets more AI, write two lines:

Owner: \_\_\_  
Expected result: \_\_\_ by \_\_\_

That's how I design AI work. A name and a number, before the work starts.

Accenture puts it plainly: it "needs to exist before the spend, not while trying to justify it afterward."

In an AI-native organization, nothing gets AI until someone owns what it's for.

#AI #Leadership

Read slide text

### Slide 1

Under $1 of every $5 spent on AI is proven.

Survey of 750 executives at $1B+ companies. Chart: proven versus not tied to a measured result.

### Slide 2

Cheaper AI won’t cut the bill.

95% would spend more if AI prices fell 25%. Only 1 in 20 would bank the savings.

### Slide 3

Who pays changes what gets proven.

Share of AI spend traced to a measured result: one central budget, ~5%; team pays its own bill, 32%.

Correlation, not proof.

### Slide 4

Only 7% send teams the bill for their AI.

93% never do.

### Slide 5

A free tool never has to prove what it earns.

Michael Mancuso — I design AI-native organizations.

Sources cited in the slides: Accenture, “The CIO’s guide to AI tokenomics,” September 2026.

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