How Is CompletionPrism™ Different From an LLM Router or AI Gateway?

Routers choose a model per request on price, speed or availability. CompletionPrism™ predicts the cost to finish the whole piece of work, rework included.

Different Questions

Routers and gateways choose a model on price, speed, availability or difficulty for a single request. CompletionPrism™ predicts the cost to finish the whole piece of work, including the human rework a wrong answer causes. It then chooses, before the request runs, whether to route down, route up, stay on the current model, or stop.

What That Changes

• It can route up, paying more per call to spend less in total
• It prices switching, so long conversations are not moved when the move costs more than it saves
• It accounts for hidden reasoning that a price list leaves out
• It knows when to stop retrying

Most Tools Only Route Down

Picking the cheapest acceptable model is the default move of most routing tools. On hard work, that can raise the total cost. Read more in LLM Router vs AI Cost Optimizer, or see CompletionPrism™.