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AI glossary · Models & training

Proprietary model

Proprietary model: A proprietary model is an AI model whose weights are kept private by the company that built it. You use it through the company's app or API, and you cannot download, inspect, or self-host it.

OpenAI's GPT models, Anthropic's Claude, and Google's Gemini are proprietary. The vendor trains the model, runs it on its own servers, and sells access by subscription or by usage. You send a prompt over the internet, the vendor's servers generate the reply, and you get the text back.

The upside is that the strongest models at any given moment are usually proprietary, and the vendor handles hosting, scaling, safety tuning, and updates. The downside is dependence. The vendor can change pricing, retire a model version you built a workflow around, or alter behavior in an update. Your data also leaves your network, which puts the vendor's data-handling terms at the center of any compliance review.

In practice, most professionals use proprietary models through ChatGPT, Claude, Gemini, or Microsoft Copilot, and that is fine for everyday work. The decision gets more serious when you build a product or an internal tool on top of one. Then you want to know the vendor's retention policy, whether your inputs are used for training, what the service commitments are, and how hard it would be to swap in a different model later.

Example at work

A marketing agency standardizes on a paid team plan for a proprietary chat assistant because the admin controls, single sign-on, and no-training-on-your-data terms satisfy its client contracts. When the vendor retires the model version the agency's prompt library was tuned on, the team spends a week re-testing its templates.

Why it matters

Knowing whether a tool runs on a proprietary or an open-weights model tells you who controls your data, who sets the price, and what happens when the model changes. Ask those three questions before you make any AI tool part of a process your team depends on.

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