2026-10-22
The hidden bill: what per-team AI seats actually cost at 1,000+ employees
Most 1,000+ employee companies did not decide to buy AI. Teams decided, one at a time — and the total landed in a line item nobody owns.
What per-team AI seats actually cost at scale, why approval is not governance, and what self-hosting and data residency mean in practice.
2026-10-22
Most 1,000+ employee companies did not decide to buy AI. Teams decided, one at a time — and the total landed in a line item nobody owns.
2026-10-21
Most enterprise AI spend is not a decision, it is an accumulation. The governance question tends to arrive later than the invoice.
2026-10-23
Approval happens at the team level. Governance is the harder question: which models are allowed, whose keys are in use, and who can see the audit trail.
2026-10-24
"Where does the data go?" is the question that stops more enterprise AI rollouts than price does. Residency and self-hosting are different answers.
An AI gateway that governs every model, key, and tool, with SSO and SCIM, self-hosting and data residency, and admin audit.
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