Seats, Usage or Outcomes: Pricing AI in 2026

Software pricing is fracturing in the AI era, and this session cuts through the social-media noise with data. Ben Murray (The SaaS CFO) reviewed 107 pricing pages across 30-plus software verticals to find out how AI products are actually priced in 2026. The short answer: seats didn't die, they became the floor. Hybrid pricing (a platform or seat fee plus usage) leads the market, and no single model tops 28% adoption. True outcome-based pricing, despite the hype, shows up in only about one in eight products. Ben walks through the six pricing mechanics that emerged from the data: pure outcome, hybrid, usage metering, credit and consumption, per unit of work, and per seat. He breaks down who actually bears the risk when an outcome is disputed (45% of pages bill the buyer regardless of results), which verticals lead on outcome pricing (customer support and contact centers, at more than double the market rate), and what separates real outcome pricing from marketed outcome pricing. For finance leaders evaluating these models, Ben lays out the five questions to ask before signing an outcome-based deal and the protections that matter: failed outcomes billed at zero, dispute windows with credit-backs, buyer veto power, and reopen windows that prevent double billing. He also covers the billing infrastructure CFOs and controllers need to support agentic and outcome-based charging without invoice chaos. What you'll learn: ➤ Why per-seat logic breaks when an agent does the work of ten people, and why seats survived anyway as a pricing floor ➤ The six pricing mechanics found across 107 real pricing pages, and which one leads the market ➤ Who bears the risk in outcome-based deals, backed by the actual risk-allocation breakdown ➤ Which software verticals adopted outcome pricing fastest, and why customer support led ➤ The five questions every finance leader should ask before signing an outcome-based contract ➤ What real outcome pricing includes that marketed outcome pricing skips Chapters 0:00 — Seats, usage, or outcomes: how is AI pricing changing in 2026? 2:50 — Why does per-seat pricing logic break in the AI era? 5:00 — How is AI actually being priced across 107 pricing pages? 10:34 — Who bears the risk when an AI outcome is disputed? 12:56 — Did seat-based pricing die, or did it become the floor? 14:10 — Which software verticals adopted outcome pricing fastest? 15:48 — What does outcome-based pricing look like when it's done right? 20:00 — Five questions to ask before signing an outcome-based contract