What Are Companies Getting for All That A.I. Spending?
As corporate spending on artificial intelligence continues to grow, a new discipline called 'tokenomics' is emerging to help companies measure what they are actually getting in return. The field attempts to quantify the value and efficiency of AI investments, which have so far been difficult to assess with standard financial metrics.
Why this matters: Companies are spending enormous amounts on AI with limited ability to prove it is working. That matters beyond the balance sheet. When spending cannot be justified clearly, pressure builds to cut corners elsewhere — on privacy safeguards, data governance, or human oversight. 'Tokenomics' may sound technical, but what it is really trying to answer is basic: is the tradeoff worth it? Right now, most organizations cannot honestly say yes.
Who should care: AI governance · Lawyers · Administrators · General readers · Policy
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