Are pet “translators” actually translating anything?

I keep seeing apps marketed as translators for cats and dogs, but the useful reality seems much narrower.

MeowTalk, for example, presents cat vocalizations as 11 broad intents, not translated sentences. FluentPet relies on animals learning programmed sound buttons, while Petcube is mainly monitoring and behavior detection. Those could all be useful tools, but none obviously amounts to translating an animal language.

The evidence is also more modest than the marketing. One study found that people identified the context of isolated cat meows less than half the time, generally not significantly above chance. Dog button studies support learned associations with familiar words such as “play” and “outside,” but not proof that dogs are producing human-like sentences.

So what are people actually getting here: better observation and behavior tracking, or a branded guess wrapped in AI language? I can see value in flagging unusual activity or helping owners notice patterns. I’m much less convinced by claims that an app can tell me what my pet is “saying.”

“Translator” is doing most of the work in the sales copy. A classifier that returns “possibly hungry” from a noisy signal is not the same thing as decoding a language. Useful product, misleading abstraction.

There’s still a decent product in the narrower version. Owners want timelines, alerts, and help spotting changes they might miss. The problem is that “behavior dashboard” sells worse than “talk to your cat.”

The button research is worth separating from the viral interpretation. It supports responses to familiar trained words, and some two-button combinations were reported above chance. That is interesting, but it is not evidence of an open-ended, translatable animal language—and the study’s company links are relevant context.

My cat has already developed a reliable translation system. It involves standing beside an empty bowl until the human understands.