I like to research companies that I'm interviewing with and I've been automating my process lately. It's also been a good opportunity to explore many of the challenges in LLM/RAG applications like user trust, dealing with bias in the information sources, and static vs dynamic graphs.
I was partly motivated by seeing so many good people go through layoffs :( Here's the work in progress if it'd help anyone: https://ktrnka.github.io/company-detective/