Of course you mention it to the same publisher (g). I had a similar experience before my first novel was accepted. I submitted hundreds of submissions to agents/publishers, always getting a standard form letter, like "Thanks, but no thanks. Don't get depressed. Good work, just not for us." No real feedback, no constructive comments.
Then after 14 months of submitting, I got a detailed response from a publisher that stated what they liked, and what they did not, with specific suggestions. The letter was a whole page. I'm sure if they had not seen some promise they wouldn't have dedicated the time, but the point is, it was tremendously useful feedback that I could understand and I rewrote the novel (took 4 months). I resubmitted to half a dozen publishers and received two acceptances, all because that one publisher took the time to give useful valuable feedback. Its one of the many reasons I submit to them first for all my new novels. People like that deserve some loyalty.