How Does CompletionPrism™ Choose Which AI Model to Use?

Before every step, CompletionPrism™ prices the cost to finish on each approved model and makes one of four moves: route down, route up, stay or stop.

It Prices the Work Before It Runs

Before each step is sent, CompletionPrism™ works out what it will cost to finish that piece of work on every model the company has approved. It counts the attempts the work is likely to take and the time a person would spend fixing a wrong answer, priced at the labor rates the company sets.

Then It Makes One of Four Moves

• Route down to a cheaper model when it gives the same result with no added rework
• Route up to a stronger model when it costs more per call but less to finish
• Stay on the current model when switching would not reduce rework or total cost
• Stop when another attempt is not worth the rework or cost

The Rule

The cheapest model does not always win. The lowest expected cost to finish without rework wins. The receipt on every answer shows which move was made and what it saved.

The copy here stays at the level of outcomes. How the estimate is computed is covered by the patent filing. See CompletionPrism™ for more.