Clear the name before you build the product around it

AI products raise the same core trademark questions as other software, conflict risk, descriptiveness, and specimen sufficiency, but a few patterns come up often enough to be worth flagging. AI companies frequently name individual features or model capabilities inside a larger platform (a specific assistant, agent, or generation tool operating within a broader product). Whether that feature name is worth its own trademark application, separate from the platform’s name, depends on whether it functions as an independent brand to customers or is more accurately described as one feature among many within a single branded product.

It is also common for AI product names to draw heavily on the underlying technology or function they describe (words evoking “intelligence,” “generation,” or the specific task the tool performs). Names built closely around what a product does are more likely to draw a descriptiveness refusal than names that are arbitrary or suggestive, which is a reason to raise proposed names with an attorney before significant branding investment, not after.

As a platform matures, it is common to add named modules, add-ons, or product tiers under the master brand, a core platform name with several named components sitting underneath it. Deciding which of those component names, if any, deserve their own trademark filing (versus simply being described as features of the main product in marketing) is a strategic question that benefits from legal input, particularly if a module name is likely to be spun out as its own product later.

An available .com domain tells you nothing about whether a name is free of trademark conflict, and a taken domain does not mean a name is unavailable for trademark purposes. Domain registration is a first-come, first-registered system with no examination for conflicting rights; federal trademark registration involves substantive review by the USPTO for likelihood of confusion with existing marks. Founders sometimes treat a clear domain search as a substitute for a trademark search, which is a mistake that can surface much later, after significant investment in the brand.

An open-source project name raises its own set of ownership and use questions, who controls the mark when a project has multiple contributors or a foundation structure, how the name is used commercially by a company built around the open-source core, and whether the free availability of the underlying code affects the strength of the trademark. These questions do not have a one-size-fits-all answer and are worth a direct conversation if your business is built on or around an open-source project name.

Software specimens are among the most frequently refused specimen types, largely because founders submit marketing pages or landing pages instead of evidence that the platform itself is actually offered and available for use. Generally, an acceptable specimen needs to show the mark used in a way that identifies the software to a customer and associates it with an actual point of access or purchase, screenshots of the software interface in use, an app-store listing page showing the mark and a download or install option, or a screen capture of a SaaS dashboard bearing the mark. A homepage that only describes the product in marketing language, without showing the actual software or a way to access it, is a common cause of refusal.

For a closer look at the specific mistakes that come up in software filings, see the firm’s article on common SaaS trademark specimen problems, and for general specimen guidance across goods and services, see the trademark specimen guide.