Value: How we make the business value of AI agents assessable

“We use AI in sales now.” You hear this in plenty of strategy meetings. The follow-up question often goes unanswered: And what does it deliver – relative to what it costs?

The V in REVAGO stands for Value: the business value of the use cases you commission from us. Not a sense of progress, but a traceable answer to the question of whether effort and benefit add up.

Revenue sets the direction, Value checks the economics

The first article in this series was about Revenue: securing and growing revenue – with existing and new customers alike. Value adds a sober check to that direction. A use case can touch revenue and still be uneconomical, for example because it creates more effort than it returns.

That is why we look at both sides of every use case we are commissioned to run:

Benefit: What does the use case contribute to the agreed revenue or sales result?
Effort: What do technology, operations and the human decision and review steps cost?

Vanity metrics: a steering signal, not a result

Marketing and sales are full of metrics that are easy to push up: reach, open rates, number of messages sent, contacts generated. With AI, these numbers grow especially fast. An agent that sends twice as many emails doubles the activity. Whether that leads to a single additional order is a different question.

These metrics are not worthless. A falling open rate can be an early signal that the message or the timing is off. So we use activity metrics to steer the use case. They do not replace a business result, though. Success is measured by outcome metrics – and those are tied to revenue.

Where value is created: along the customer relationship

Which outcome metric fits depends on the use case. Our four prioritized use cases raise different questions:

Repeat Business: Is recurring demand turned into repeat purchases or orders more reliably?
Customer Expansion: Do existing relationships generate additional revenue, for example through further relevant services?
Customer Reactivation: Do dormant business relationships become active again – and at what effort?
Customer Acquisition: Do the activities lead to first orders from new customers, not just to more contacts?

The time horizon matters for the economics too. A use case that secures repeat business often shows its value only over several purchase cycles. If you only look at the first month, you will judge it wrongly.

Measurement starts before building

A common mistake is to start measuring value only once the system is live. By then there is no baseline, and every number can be read in different ways. It makes more sense to build the measurement logic into the mandate itself:

Capture the baseline. Before an agent goes live, the relevant figures of the affected process are documented.
State the expectation. What effect is expected, and where?
Define measurement points. Which data is needed, where is it created, and how can it be linked to a specific case?
Enable comparison. Where it makes sense, a phased rollout or comparison groups help separate effects from general market movements.
Set exit criteria. What happens if the expected effect does not materialize?

The last point is often forgotten. A use case that does not create value should be changed or switched off – no matter how elegant its technical solution.

Who decides what

Measuring value only works when responsibilities are clear:

You, as leadership, set the revenue goals and decide which results count in the mandate.
The AI-first coaching in phase 0 creates clarity on which goals take priority and which metrics reflect them.
REVAGO translates this into processes, agents and measurement points and runs the system technically.
The people in operational roles – on your side, at REVAGO or split between both – work with the metrics day to day.

This way, you as leadership, your sales and marketing teams and REVAGO all discuss the same question: What is changing in the business, and does it pay off?

Value as the basis for compensation

For ongoing operations, one principle applies: You pay for results – not for activity. Mere usage or the number of messages sent is not a basis for billing. What counts as a result in a specific mandate is agreed individually. A sound assessment of value is the prerequisite for that.

If you want to find out where your go-to-market holds economically relevant potential, start with the short assessment: Check your REVAGO potential. Questions about compensation are answered in our FAQ.

The next article covers the A in REVAGO: Agents – and how AI agents work within approved scopes of action.

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