While I love research and academia and would prefer to continue there, I've found myself in industry and haven't felt it's a good match for my interests. Moreover, I'm constantly frustrated by the lack of opportunity to do math research. I'd like to find something I'm genuinely excited about (not to mention using all the mathematics I've spent years and years learning), but I'm not sure what exactly is available in industry for people with backgrounds and interests in pure math. Math research, for example, is not really something that industry does at all. (In fairness, there are a couple of small exceptions, like Microsoft Research and probably something over at Google, but the era of large, well-funded industry labs is over.) As far as I can tell, there are three options:
Work for a finance or insurance company doing some sort of mathematical modeling.
Work for some sort of government lab, probably in cryptography or a closely related field.
Work in something completely unrelated to mathematics, like software engineering.
Those options exist (and, in fact, I've had offers from each of them), but I'm not enthusiastic about them. Is there anything that's more compelling from a theoretical-mathematical standpoint?
There is an abundance of research at Aerospace firms, Trading Houses and Hedge Funds, Private Labs (such as Bell Labs), and lots of others that have R&D divisions that use mathematicians, physicists, and engineers, all of whom focus on applied mathematics research.
Trading Houses and Hedge Funds absolutely do have research groups. Goldman Sachs (suggested read on Emanuel Derman, the prominent particle physicist who became famous at GS and in the financial derivatives industry) and Morgan Stanley are only two examples of successful I-Banks that have huge research budgets in the areas of quantitative research for derivative products and algorithmic trading.
And before turning away from "applied math," the money can be phenomenally good - would you be more interested working at Goldman if your annual bonus was $\$500$K or more? I've known fresh PhD's to enter with a base salary at $\$100$K+, plus a first year bonus that is equal to a 1 or 2 multiple of the base. And that is 1st year!
Finally, while a career in R&D might not be ideal, it can offer both exciting challenges different from those of a career in pure mathematics, along with financial compensation that would be difficult to match as a university professor.
On a personal note, I was a professor who left academics a long time ago. I have worked at both leading financial institutions and trading houses and did compromise the intellectual freedom for the financial security. It is a decision one makes and should be without future regret.
I wish you the sincere best in whatever path you choose. And remember, after you make your first $\$10$ million or so, you can always return to academics. And in the interim, use your spare time to stay current in the research literature and have as much fun with math as you can!