OPINION: Why Token Counting Obscures ROI on AI Investments
Your token bill isn't telling you the real cost of AI. Here's what leaders are actually measuring.
Why it matters
Token counting as a cost metric misses the true ROI picture for enterprise AI investments. Leaders need deeper cost modeling that ties spending to actual business impact, not just API consumption.
The key facts
8 to knowOpinion piece on AI cost measurement methodology
Challenges token-based accounting as insufficient for ROI tracking
Argues for impact-driven cost models vs. consumption-based metrics
Relevant to CFOs and AI investment decision-making
Opinion/analysis piece on AI investment accounting
Argues token metrics obscure true business ROI
Calls for impact-driven cost models over consumption metrics
Targets enterprise AI investment decision-makers
Go to the source
AI Businessaibusiness.com
Publisher excerpt: A true cost model doesn’t just show where money is being spent -- it reveals which work is driving impact.