Build · Essay

Stop selling seats. Start owning outcomes.

Greg Moran · October 2026 · 5 min read

The new generation of AI companies prices on outcomes. Legacy SaaS prices on seats. That gap is the whole story of the next five years of software.

Who this is for

You run a SaaS business past $5M. Your pricing page says “per user per month.” Your board deck says “AI strategy.” And somewhere in the building, someone is asking the wrong question: what’s our AI feature?

The reasoning

Seat pricing made sense when software was a tool people used. You charged for access. The customer supplied the labor. Agents break that logic. When software finishes the job itself, access isn’t the product anymore. The finished job is.

Legacy SaaS companies have plenty of talent and capital. But they are too slow, and it’s structural. Most are trying to build a new business model inside an org designed for the old one: seat-based pricing, roadmaps owned by existing customers, codebases nobody wants to touch. The market has already repriced them. Look at recent exits of cash-flow-positive SaaS companies at multiples that would have been unthinkable in 2021. Strip out the cash and some trade near 1.5x revenue. It’s a different world.

So stop asking “what’s our AI feature?” Start asking what job you finish for the customer, and what the value of that finished job is.

The STOP list

selling seats.
shipping dashboards nobody opens.
pricing the workflow.
calling usage a business model.
owning a single outcome your customer would pay for even if they never logged in.

A practical method

Name the job you finish. Not the workflow you support. The job that is done when your product is done.
Put a dollar value on the finished job. That number, not your seat count, is your pricing ceiling.
Instrument proof. Outcome pricing only works if the outcome is provable and the customer trusts it will be delivered. Build the receipts into the product.
Pick one outcome and ship it. Don’t convert the whole catalog. One owned outcome teaches you more than a year of pricing committee meetings.

Tradeoffs and limitations

Outcome pricing is earned, not declared. If you can’t prove delivery, you’re just repackaging the old model with new risk. Some products genuinely can’t own an outcome yet; the honest move there is to say so and keep building toward it. And revenue gets lumpier before it gets bigger. Plan for that.

A useful next step

Write one sentence: “When we’re done, the customer has ___.” If the blank holds a report, a dashboard, or “visibility,” you’re still selling seats. Keep rewriting until the blank holds a finished job.