How Do I Reduce My Company’s AI Spend?

AI spend reduction starts with cost per finished task, not price per token. Here is where AI spend goes and how CompletionPrism™ cuts it.

By Avik Ghosh, Managing Founder, illuminis

Measure the Work, Not the Token

Most AI spend does not go on the first answer. It goes on retries, on the time people spend fixing wrong answers, and on long conversations re-read on every turn. Real AI spend reduction starts by measuring cost per finished task, not price per token.

Where AI Spend Goes

• Extra attempts when a model gets the work wrong
• Human rework, paid through payroll and never shown on the AI invoice
• Context re-read, the whole conversation charged again on every turn
• Switching models partway through and losing the cached context discount
• Hidden thinking, reasoning some models bill for and never show

How to Reduce It

Run each step on the model that finishes it cheapest, keep long conversations on the model already holding them, and stop attempts that are not worth making. CompletionPrism™ does this automatically on every step, across every model you approve, and shows the saving on a receipt with every answer. That is AI spend optimization built around the work, not the tokens.