Well it avoids any technical/hairsplitty nuance. It's intentionally vague, in a way that's actually very expressive. The base vocab is unique to the language ("evolved" that way), and the more nitpicky the words get, the more they resemble pidgin English/German/French/Spanish/Italian. Then it seemlessly fades into English/whatever for technical jargon. It's a sort of "intimate" language, meant for close personal relationships rather than to speak to millions of people.
I had a sort of fantasy idea for the backstory, but I don't know if it's stupid or not. I had the idea of the original Atlantis population survived in some way, a few people maybe. They have bred among themselves and other populations, lived among us in obscurity, hiding in plain sight, for many many years. So this language is their sort of creole, developed as they had to assimilate and learn other languages. The language has become anglified for broad communication (through necessity), but the intimate aspects are still true to their original language.
I'm not good at this stuff. Is that something of a starting point?
Edit: it's also very melodic, and not gutteral. It doesn't have the sounds th, j, r, sh, ks kh (like ch in loch), z, or ae as in cAt). So it sounds kinda like English, Latin, Esperanto, German, French, Italian, Spanish, Greek, Portuguese, Nordic, Irish, Russian, Japanese, Turkish... without really sounding like any of them.
It's still a work in progress. I've got the phonology, most of the basic stock vocabulary, a number system, a list of rules... but it's far from complete. I made some simple sentences and recorded myself saying them, and it sounds a bit like Latin with slight flourishes of English, German, Nordic languages, Greek, Russian, Celtic, Japanese... In writing, it looks sort of like a Welsh Latin. Once I build more vocab and finalise the fiddly grammatical stuff, I can share a bit and explain it.