Measuring the AI Dividend | David Cowen
SOLID AI Dividend Framework

Measuring the AI Dividend

Three levels. Eight dividends. And the honest question: are any of us actually measuring this?

The Conversation We're Not Having

Every CLO I talk to says some version of the same thing: "We've deployed AI. But I can't quantify the impact."

That's a problem — not because the impact isn't real, but because without measurement, AI investment looks like a line item instead of a multiplier.

The data backs this up. Only 29% of executives say they can measure AI ROI confidently, even though 79% report productivity gains. In legal specifically, 81% of CLOs say AI accelerates their work — but they don't have the metrics to prove it. And only 12% of legal departments are measuring technology ROI at all.

Meanwhile, analysts project enterprises will defer 25% of planned AI spend into 2027 because they can't prove ROI. Legal departments that can't quantify value in the next 12 months will see their budgets challenged.

The AI Dividend is real. But you have to be able to prove it.

The AI Dividend: AI multiplies legal capacity rather than eliminating it. Like the brooms in Fantasia, each capability you unlock compounds your capacity. But the brooms don't stop. Capacity doesn't sit still — it fills. The question isn't whether the dividend is real. It's whether you're measuring it, managing it, and directing it toward growth.

Three Levels of the AI Dividend

The AI Dividend follows a natural progression. First you save time. Then you gain new capabilities. Then those capabilities drive growth.

Most legal departments are living in Level 1 and beginning to sense Level 2. Almost nobody has reached Level 3 intentionally. And hardly anyone is measuring any of it.

Level 1
Efficiency — Saving Time, Increasing Output

This is where everyone starts. You use AI to do your existing work a little faster and a little better. Five minutes here, twenty minutes there. At the end of the week, that's four or five hours of recaptured time. Multiply that across a team, across 30, 60, 90 days, and the compound effect is significant.

This is the Fantasia effect beginning. The brooms are moving.

1

Time Savings

Automating repetitive tasks — drafting, research, review, summarization — to recapture hours every week.

2

Increased Output

Moving beyond doing the same work faster to producing more of it. Higher volume, same headcount.

Level 2
Capability — Doing What You Couldn't Do Before

Level 1 buys you time. Level 2 is what you do with it.

The time savings create capacity. That capacity lets you stretch — ideating, building, reaching into work you never had time for. You're not just doing the same things faster. You're doing different things entirely.

The brooms aren't just moving faster. They're multiplying.

3

New Capabilities

Tasks your team literally couldn't perform before — proactive analytics, self-service portals, real-time monitoring.

4

Improved Decision-Making

AI-generated insights that make you faster, sharper, and more informed. Better data, less guesswork.

5

Process Redesign

Rebuilding workflows to be AI-native rather than bolting AI onto legacy processes. Compounding advantage.

Level 3
Growth — New Revenue, New Reach, New Scale

This is where the AI Dividend hits the P&L.

The capacity from Level 1 and the capabilities from Level 2 compound into growth. For corporate legal, that means absorbing more work in-house, displacing outside counsel spend, and becoming a strategic asset the business leans on. For law firms, it means more work, new billing models, and new ways of delivering value.

The brooms know where to go. They're running the operation.

6

Strategic Gains

Legal moves from service desk to strategic partner. High-level planning, competitive positioning, enterprise impact.

7

Revenue Generation

Increased output drives increased reach. Increased reach drives new clients, new revenue, new margin.

8

Agentic Automation

Autonomous agents handling multi-step workflows — the next frontier of compounding capacity.

An Honest Admission

Here's the thing. I'm not measuring any of this either.

On the side of my desk right now, I'm not tracking how many hours I save when I use Claude, ChatGPT, Gemini, or Copilot. But I'm absolutely saving 5 minutes here, 20 minutes there, 15 minutes somewhere else. End of the week? Probably 4–5 hours.

That time gave me new capacity. The capacity gave me new capabilities — ideating, building, reaching into work I never had time for. And that increased output is driving new clients, new revenue, and real growth.

I'm living all three levels of the AI Dividend every day. I'm just not measuring it.

And I'd bet most of you aren't either. That's the conversation we need to have.

So How Do You Measure It?

That's the next piece. Once you know which level you're operating at, the question becomes: what KPIs actually matter? Which ones will your CFO care about? Which ones prove the dividend is real?

We've built a companion KPI framework — 11 metrics mapped across all three levels — designed to give CLOs, legal ops leaders, and law firm partners the specific numbers they need to tell this story to the C-suite.

Coming next: The AI Dividend KPI Framework — 11 metrics across three levels, a three-act narrative structure for presenting to the CFO, and a 90-day measurement roadmap. We're pressure-testing it with the SOLID community first.

Telling the Story: Three Acts

Even before you have the metrics dialed in, you need a story. Data without a narrative is just a spreadsheet. Here's how to structure the conversation with your CFO:

Act One

Momentum

Open with Level 1 — adoption rates, usage trends, time savings. This answers the board's first question: "Are people actually using what we bought?"

Act Two

Impact

Show Level 2 — new capabilities unlocked, quality improvements, workflows redesigned. This answers the CFO's question: "Is it working?"

Act Three

Value

Close with Level 3 — outside counsel displacement, revenue growth, strategic positioning. This answers the CEO's question: "What can we do now that we couldn't before?"

This Is a Draft — Help Us Build It

We're pressure-testing this framework at SOLID Café and at SOLID Summit events in Chicago, New York, and Atlanta. The question isn't whether the AI Dividend is real. It's how we measure it — together.

Come Smart. Leave Smarter and Connected.

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