I chuck them in at the end although beans and chickpeas are pretty hardy and don’t dissolve or disappear even if you put them in at the start of the soup.
I add mine before I blend everything together but I do not believe it matters either way
Add them afterwards if it takes your fancy ?
I add chickpeas prior to blending just to thicken everything