It's about feeling out their organization, their issues, and the dynamics between different departments at that company. Even issues they don't realize they have that are solvable. I find none of that comes out very clearly in emails that tend to be bullet point style focused but don't reveal the nature of the issue.
I don't like calls either, but they are useful.