How Much Can CompletionPrism™ Save?

In controlled testing it passed every quality check while cutting rework cost by 90% or more. Your saving is measured on your own traffic first.

It Depends on Your Work, So We Measure It

In controlled testing, CompletionPrism™ passed every quality check while cutting rework cost by 90% or more. Real savings depend on the work a company does, the models it approves and the labor rates of the people doing rework.

Where Savings Come From

• Rework avoided by routing hard steps to models that get them right first time
• Token spend saved by routing easy steps to cheaper models
• Context discounts kept by not switching models mid-conversation
• Retries avoided by stopping when another attempt is not worth it

Proving It

That is why every engagement starts with a two-week shadow baseline on your own traffic. It reports the projected annual saving with its assumptions shown, and every figure is labelled observed, inferred or estimated. See CompletionPrism™.