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AI seat licensing and spend control — Clarity Today

Topic

AI seat licensing and spend control

Per-seat AI pricing, vendor markups over model cost, and the case for usage-based billing with spend visibility.

Current clusters

leadership1 distinct publisher

Nobody ran an AI rollout at Buyers Edge. Its 1,200 employees did it themselves.

Its CEO expected pilots and internal champions, and got neither. What he got was per-seat spend nobody had totalled and outputs nobody had checked.

Publishers:forbes.com

Reality

Evidence20
Adoption24
Hype gap+42
Incentives86

Confidence52