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"constantly innovate" is correct and usable in written English.
You could use it to describe a situation where someone is actively pushing themselves to try new ideas, or to suggest that a company or individual should always be looking for ways to do better. For example: "To remain competitive in this industry, we need to constantly innovate."
Exact(52)
They constantly innovate to stay ahead of potential rivals.
These companies face intense global competition and are compelled to constantly innovate and streamline.
Taiwanese companies need to constantly innovate to maintain their position on top of the manufacturing heap.
As Mr Weed says, "You have to constantly innovate to be successful.
It's this energy to constantly innovate and experiment that has caught the eye so often over the last 20 years.
If you don't change, and you don't constantly innovate, then any company runs the risk of losing relevance going forward.
Similar(8)
We are also constantly innovating with new courses.
On the other hand, Mr Lukes's constantly innovating mind occasionally lands him in trouble.
We are constantly innovating on the Web and in the newspaper.
Smugglers are constantly innovating to elude the authorities, veteran Border Patrol agents say.
The care sector is such an exciting workplace at the moment because it is constantly innovating.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com