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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. Tokenmaxxing is over. That’s because it never measured what really counts to see ROI from AI

    Companies are abandoning the practice of "tokenmaxxing," where employees were incentivized to use large amounts of AI tokens, often leading to inflated usage for trivial tasks and significant costs. This shift comes as executives realize that high token consumption does not necessarily translate into tangible business returns or improved productivity. The trend reflects a broader challenge in connecting AI investments with measurable ROI, with some experts suggesting it's a typical productivity lag associated with adopting new general-purpose technologies. AI

    Tokenmaxxing is over. That’s because it never measured what really counts to see ROI from AI

    IMPACT Shift away from vanity metrics towards demonstrable ROI for AI investments.