How Can My Business Reduce Token Spend?

Token cost reduction that holds up: cheaper models for routine steps, cached context kept, hidden reasoning watched, and rework counted.

By Avik Ghosh, Managing Founder, illuminis

Three Habits That Cut Token Costs

• Send routine steps to fast, inexpensive models. Keep the strongest models for the decisions.
• Keep long conversations with the model already holding them. Providers discount context they have cached, and switching throws that away.
• Watch for hidden reasoning. Some models bill for thinking they never show, so the cheapest price list is not always the cheapest bill.

Where Token Cost Optimization Backfires

Forcing everyone onto the cheapest model often raises total spend. The hard tasks take three or four attempts, and people spend hours fixing the answers. Token cost optimization only pays when it counts that rework.

Doing It Automatically

CompletionPrism™ reduces token spend and rework together. Before every step it prices what the task will cost to finish on every approved model, across Anthropic, OpenAI, Google and xAI, and runs it on the one that finishes it for least. Every call is billed to your own provider account, so the token cost reduction is on an invoice you can check.