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AAktoh Cyber

2026-08-04 · 7 min read

What an AI token actually costs you — and how to cap it

Usage-based pricing scares finance teams for one good reason: most vendors give you no ceiling. Here is how the pool, the overage, and the spend alerts fit together.

One pool, shared across the company

Paid plans include a pool of credits that everyone draws from — no per-seat carve-ups, no team running dry while another hoards. Operator includes 250, Professional 900, Enterprise 2,000, Enterprise Plus 4,500.

What happens when you run past it

Work does not stop. Anything beyond the pool bills per million tokens at your plan's published rate — $3.00 on Operator down to $1.55 on Enterprise Plus. You can also pre-buy blocks of credits at the lower rate, or turn on surge capacity for an incident.

The ceiling you set yourself

Spend alerts fire at thresholds you choose, with a projected month-end figure so finance sees the number before the invoice does. Credits re-up automatically — we will not let a budget line leave you breached.

Takeaway. Usage pricing is only fair when the customer, not the vendor, sets the ceiling.

Start free. Add credits only when the work justifies it.

Run the whole fleet across unlimited nodes at zero platform fee — you pay only for tokens. Move to a pooled plan when the usage justifies the lower rate.