1. Podcasts
  2. Impact Pricing
  3. Buyer Insight: Credits Are a Confession
Impact Pricing

6 Nov 2026 · 5m · 3 chapters

Episode artwork

Buyer Insight: Credits Are a Confession

In short

How pricing metrics communicate value, and why “credits” in AI products are a “confession” that companies haven’t nailed where value lives.

Key claims

The chosen pricing metric signals what you believe buyers are paying for (access vs usage vs outcomes). Credits act like a company currency that can be adjusted quietly, avoiding public repricing and commitment to a stable value unit. This can be honest during uncertainty, but problematic if credits become permanent. Notable example: Salesforce changed AgentForce pricing about four times in two years, moving among flat per-conversation fees, flex credits, flex agreements, and paper resolution models.

Guests

None mentioned; only Mark (speaker) and references to co-authors Michael Mansard and Wolfgang Lulaga.

Written by AI. May contain mistakes.

Chapters

0:27

Understanding Pricing Metrics

Exploration of the implications of different pricing metrics and their signals to buyers.

“Your pricing metric is not just a billing mechanism.”
2:35

The Role of Credits in Pricing

Discussion on how credits function as a pricing mechanism and their implications for companies.

“Costs are uncertain, and the problems buyers are solving with AI agents are taking shape in real time.”
3:57

Buyer-First Approach to Metrics

Advice on transitioning from credits to a more effective pricing metric aligned with buyer outcomes.

“A metric that tracks something unrelated to value creates friction, makes the business case harder to build, and makes the price easier to object to.”
A man walking through an airport, asking his phone a question

Ask about this episode

Get the gist, explore an idea or ask about something said.

Claude

On Impact Pricing, what are the key points of this episode?

Searching your listening

Transcript

Automatic transcript. May contain errors.

0:00Credits are a confession.

0:10Hello, welcome to the Impact Pricing Buyer Insight Series, where we give you quick but powerful tips on how to understand, package, and communicate your value to maximize your profitability. Today, we're going to dive into a blog mark originally published on August 24th. Let's get started. Your pricing metric is not just a billing mechanism. It is a statement of belief about where value lives. When you charge per seat, you are saying value comes from access. When you charge per transaction, you are saying value comes from usage. When you charge per outcome, you are saying value comes from results.

0:47The metric you choose tells buyers what you think they are paying for, whether you intended to send that message or not. Many companies choose their pricing metric based on what is easy to measure, what competitors do, or what their billing system supports. It may be a convenient metric, but it sends the wrong signal because buyers feel that misalignment even when they cannot name it. The right metric is the one that scales with the result the buyers get. When the buyer gets more value, they pay more. It feels fair because the price and the outcome move together. When the metric tracks something unrelated to value, every invoice feels like a question the buyer cannot quite answer.

1:29What am I actually paying for? Now, here's the thing about credits and why they're a confession. Credits have become the default pricing mechanism for AI products. They feel flexible, buyer-friendly, and easy to explain. But let's look at what they actually are. A credit is a company currency. It lets you charge for almost anything and quietly change what it buys whenever you need to, without ever repricing in public. That flexibility is the real appeal, and that flexibility is also the tell. A stable pricing metric is a commitment. It says this is what we charge for, and by implication, this is what we believe is valuable about what we do.

2:11Credits let a company sidestep that commitment entirely. You can shift what a credit covers, adjust what it buys, and fold 10 different capabilities under one currency, all without ever having to say out loud which one of those capabilities is actually worth something and how much. Credits are a confession that a company has not yet found where its value lives. Now, this isn't always a criticism. AI is moving fast. Costs are uncertain, and the problems buyers are solving with AI agents are taking shape in real time. Genuine uncertainty is a legitimate reason to reach for a flexible mechanism while you figure it out.

2:49Salesforce has changed AgentForce's pricing structure roughly four times in two years, cycling through flat per-conversation fees, flex credits, flex agreements, and paper resolution models. That is not indecision. That is a company still discovering what problem it solves for which buyers in which situations. Credits are the honest answer to, we are still figuring this out. The problem is when they become the permanent answer. The buyer-first path to a better metric. The way out of credits is to find the result first and let the metric follow. Buyer-first thinking starts with the buyer's world.

3:27What problem are they living? What does their world look like after the problem is gone? What specific result can they point to and quantify? Once you can answer those questions with specificity, the right metric becomes much clearer. It is the unit that best tracks the result the buyer cares about. The metric you land on matters beyond pricing. It signals to every buyer what you believe is valuable about what you do. A metric aligned with the result the buyer gets builds confidence. A metric that tracks something unrelated to value creates friction, makes the business case harder to build, and makes the price easier to object to.

4:06Find the result. Find the metric that tracks it. everything downstream gets easier. Mark's new book, Pricing AI, which he wrote with Michael Mansard and Wolfgang Lulaga, goes deep on exactly this. You can buy it today on lulu.com and sometime soon on amazon.com. Need help understanding, communicating, and capturing the value you deliver, reach out. This is what we love to do. Now, go make an impact.

From the publisher

This is an Impact Pricing Blog published on August 24, 2026, turned into an audio podcast so you can listen on the go.

Read Full Article Here: https://impactpricing.com/blog/credits-are-a-confession/

If you have any feedback, definitely send it. You can reach us at [email protected]. 

Now, go make an impact.

 

Connect with Mark Stiving:

 

More from Impact Pricing

All episodes