That's a good question. I think making sure to add a personal note would help explain why you recommend something, like "here's a great helmet for going river rafting with, I used it last weekend" or etc.
I get annoyed by stuff that doesn't have context, like those Spotify alerts in Facebook that just lists the track, as opposed to something like "our whole team is jamming to the Budos Band while we jam out the next release".