Pricing is a product decision

Pricing is the last thing most teams think about and the first thing every customer does. That asymmetry is where a lot of otherwise-good products quietly leak value. We treat pricing as a finance task (a number you back into once the product exists) when it’s really one of the most honest product decisions you’ll ever make. Your price tag is a sentence: this is who it’s for, this is what it’s worth, this is how we think you’ll use it. Get the sentence wrong and no amount of feature work saves you.

The model is a message

The structure of your pricing tells customers how to think about your product before they’ve read a word of your marketing.

• Per-seat says “this is a tool your whole team uses.” It aligns revenue with adoption, right up until it punishes the customer for the thing you want most: inviting more people in.
• Usage-based says “you pay for value delivered.” Beautiful in theory, anxiety-inducing in practice, because customers hate a meter they can’t predict.
• Flat / tiered says “pick your bucket and stop thinking about it.” Predictable and easy to reason about, and it leaves money on the table from your heaviest users, who are, not coincidentally, getting the most value.

None of these is correct in the abstract. Each is a different theory of who your customer is and what they’re afraid of. Choosing one is choosing a customer.

Price is the most concentrated form of positioning you have. You can spend a year on brand and undo all of it with one confusing pricing page.

Credits: the honest middle

There’s a reason so many AI products land on credits, and it isn’t just fashion. Credits translate between two things otherwise at war: your costs, which are metered and variable, and your customer’s desire, which is for a bill that won’t surprise them. They let you price heterogeneous actions on one scale, decouple the sticker price from unit cost, and gently steer behavior toward what you can afford to serve.

The failure mode is real: credits can become a cognitive tax. If people have to mentally convert every click into currency, you’ve imported the exact anxiety of a usage meter and dressed it in a hoodie. The fix is generosity at the boundary: make the included allotment big enough that a normal user never thinks about credits at all, and only genuine power users ever feel the wall.

The test I’d actually apply

1. What behavior do I want to reward? Your pricing should make the healthiest usage the most natural.
2. What is the customer’s unit of value? Price the thing they’d happily pay more to get more of.
3. What am I afraid to charge for? The answer is often the most valuable thing you do.

Pricing isn’t the tax you pay to have a business. It’s a design surface, as expressive as your onboarding and considerably more consequential.