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# Why Companies Are Slashing Redundant AI Spending
- URL: https://adjacent.media/signals/why-companies-are-slashing-redundant-ai-spending/
- Published: 2026-06-04T16:11:45.000Z
- Updated: 2026-06-04T16:11:45.000Z
- Description: The article identifies a pattern where organizations adopted AI tools across departments without measuring actual ROI or business impact—what the author calls “tokenmaxxing”—leading to budget bloat that has become unsustainable.
- Author: Jonathan Greene
- Tags: #signal, theme-brand, ai-spend-optimization, cost-efficiency-strategy, operational-gtm

Source: [Ravi Mehta](https://blog.ravi-mehta.com/p/how-to-tame-tokenmaxxing?ref=adjacent.media)

The article identifies a pattern where organizations adopted AI tools across departments without measuring actual ROI or business impact—what the author calls "tokenmaxxing"—leading to budget bloat that has become unsustainable. As AI adoption moves past the hype phase, companies are discovering that consolidating overlapping tools, measuring output quality, and aligning AI investments to specific revenue or efficiency metrics can cut costs dramatically while improving results. Brands are shifting from buying AI as a status symbol to treating it as any other operational cost that requires disciplined ROI justification.