Firms selling AI services struggle to price them because token usage is non‑deterministic and varies with prompts, models and multi‑agent workflows; even as per‑token costs fall, total token consumption is rising, pushing vendors toward flat fees, bundles, or usage‑based pricing while awaiting howbig platform pricing shifts will affect budgets.
A Baton Rouge Business Report article argues that the economics of AI platforms—pricing tokens, usage incentives, and ecosystem dynamics—are pushing companies away from 'go all-in' AI bets toward modular, value-driven deployments, with governance and ROI considerations shaping adoption timelines.
Corporate 'tokenomics' is reshaping how firms budget for AI. 8x8 reports net savings from Claude usage while considering model downgrades; elsewhere, token costs are ballooning—RBC saw usage jump 500% in six months, Cisco notes heavy daily use, and Baseball Lifestyle 101 is spending a sizable portion of managers’ salaries on tokens. Companies are building dashboards and experimenting with caps or higher budgets to keep AI-driven productivity while managing cost and potential workforce impacts.
After a rush of AI tool adoption, major companies are reining in costs with usage-based pricing, token caps, and cheaper models, shifting focus from broad AI spending to strategic, cost-efficient AI that still delivers value.
CoinDesk Indices has launched the composite ether staking rate (CESR), which tracks the annualized yield from staking as a validator on the Ethereum Beacon Chain. The staking rate currently stands at around 3.75% and is a combination of the consensus base reward and the transaction reward. Despite Ethereum's lower advertised yield, when adjusted for supply inflation, it has the second-highest "real" staking rate among the top proof-of-stake protocols. Other protocols have higher annualized rates but suffer from substantial supply inflation, resulting in lower "real" yields. Ethereum's implementation of burn mechanics has reduced its annualized supply inflation to around 0%, making its staking yield more attractive. The growth of staking infrastructure and the emergence of liquid staking are driving innovation and simplifying the staking process.