Category Archives: Blog

AI volume discounts pay off when usage is high, stable, and growing. Find out exactly when to commit.

Learn what makes an AI use case worth funding, including the 2:1 to 3:1 ratio most organizations target.

AI spending exceptions need structure. Learn who approves them, how to track them, and when to trigger a policy review.

Per-token vs. per-seat AI pricing: which model actually saves large teams money? Find out here.

Map AI expenditure to cost centres accurately with tagging, allocation models, and FinOps governance that actually scale.

AI contract terms that improve cost predictability, from spending caps to committed-use discounts. Learn what to negotiate.

Discover which metadata fields make AI cost allocation accurate, and why tagging strategy is everything.

AI contract overages can inflate costs by 20% to 50%. Learn which pricing models trigger them and how to stay in control.

Unassigned AI costs are draining budgets silently. Learn how tagging, allocation methods, and FinOps fix that.

Learn how to build an AI price-performance benchmark that finds the best quality per cost for your workloads.