A cloud service model where a vendor provides an API endpoint to a machine learning model running on their own servers, so the client doesn't have to manage the hardware.

Used by AI platforms to make renting out their computer hardware sound like a proprietary, value-add enterprise computing paradigm.

• Renting Rebranding: Giving standard software-as-a-service (SaaS) renting a dense MLOps title.
• Commodity Masking: Hiding that you are just paying a toll to access someone else's server via an internet connection.
• Kitchen Reality Check: Like paying a restaurant to cook your food and calling it "hosted culinary execution."

Real Housewives of Beverly Hills (Season 1): Cedric Martinez lives as a permanent houseguest in Lisa Vanderpump's mansion, relying entirely on her hosted inference lifestyle infrastructure to maintain his Hollywood social status without paying rent.

Paying a vendor to run an AI model on their servers instead of buying your own hardware.

“Our startup relies on hosted inference to process natural language queries instantly.”

“We pay Anthropic a monthly fee to run the AI model on their servers so we don't have to buy expensive computers.”