How to measure AI productivity: From LLM token costs to business value with Arize AX

AI productivity is best measured by connecting AI usage to validated downstream outcomes. Tokens, prompts, and generated lines show activity, but they do not prove value. A better measurement model tracks the cost of AI work, scores the quality and task success of that work, then joins each trace to outcomes such as merged PRs,…