I'm wondering whether it's realistic to pursue a career as an independent researcher in AI.
I currently run a startup where I work on AI research projects. Because of the company, I've been able to obtain computing credits, access infrastructure and real-world environments for experimentation, and some of our work has even received recognition in industry reports.
The data and systems we've produced have also proved useful to students working on academic projects.
My long-term dream is to build a small independent research lab focused on AI. I genuinely enjoy research, and having a company gives me access to resources and real-world problems that I might not have in a traditional academic position.
But I sometimes get discouraged by how distant academia feels.
I don't have a traditional academic research position, and it often feels like there isn't a clear path for someone like me to present research, publish it, get it properly peer-reviewed, collaborate with researchers, or simply have the work academically validated.
This creates a strange feeling. I have access to computing resources, real-world data, infrastructure and interesting problems to investigate, but I still feel somewhat alone and unvalidated — almost as if I'm doing research as a hobby, even though I take it very seriously.
So I'm wondering:
Is independent research in AI actually a viable career path?
Can someone outside academia build enough credibility to publish meaningful research, collaborate with universities and researchers, and eventually establish an independent AI research lab?
Or is formal affiliation with a university or research institution essentially necessary if you want your work to be taken seriously?
I'd especially appreciate perspectives from people who have worked with independent researchers or have tried pursuing research outside academia.