AI Monetization Shifts to Usage-Based Pricing as Agent Economics Drive Infrastructure Spending
Updated
Updated · Seeking Alpha · May 29
AI Monetization Shifts to Usage-Based Pricing as Agent Economics Drive Infrastructure Spending
6 articles · Updated · Seeking Alpha · May 29
Enterprise software vendors are moving away from flat subscriptions and toward usage-based or outcome-based AI pricing, reflecting a broader change in how AI products are sold.
That shift is being driven by the cost of running AI agents at scale, with infrastructure spending increasingly judged against the economics of actual usage and delivered results.
The change signals a monetization model closer to metered cloud services, where pricing, margins and investment decisions are tied more directly to consumption than seat-based licenses.
With AI costs tied to performance, are enterprise budgets ready for the shock of unpredictable, fluctuating software bills?
How can AI vendors profit when making their product more efficient means customers will pay them less for usage?
As AI becomes a 'digital employee,' will companies fire legacy software seats to fund their new virtual workforce?