B1 to H4 - Experience of stamping in home country versus USA

Gurus,

What has been your experience?

I hold H1-B and plan to marry a person with B1 visa. What is the best way to move from B1/B2 to H4 - in home country stamping or an AOS performed in USA?

Thanks in advance!