Tokenomics - as AI ‘bill shock” goes mainstream, the key cost driver becomes task complexity
As recent dignomica articles have shown, there’s s a tokenomics crisis going on out there as some AI investment realism in the form of unexpectedly high bills hits home, leaving users questioning value derived and many vendors scrabbling to justify economic models.
More evidence of the issue this week in the form of a new study into AI and cloud cost management specialist Mavvrik, State of AI Cost Governance 2026. It notes:
ROI is math (Value-Cost/Cost): It needs a denominator. With an incomplete cost picture, that number of missing. Before anyone can answer whether AI delivers a return, they need confidence in what it costs.
In partnership with Benchmarkit, Mavvrik surveyed nearly 400 organizations in April and May this year, 47% of them in tech, and 23% in financial services. It found a troubling picture of emergency cost freezes, abandoned plans, forced re-pricing of customer products, and crises...
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