Company research and its citations
Public sources, with the sources kept.
Research reads a company's public web presence and produces a summary with citations. Every claim points at where it came from, and the sources are stored with the run so you can check them later.
It never reads LinkedIn. That is a deliberate boundary, not a limitation of the search — company research is about the company's own site, its news and public signals.
A research run costs considerably more than a profile analysis, which is why the monthly allowance for it is much smaller. It is meant for companies you are seriously considering, not for everything you look at.