I find 'much the most' a little strange. I don't think it's used much anymore, though I could believe that it was once more commonly heard.
I have heard 'the very most' once in a while, but 'by far the most' is used more often.
I suppose you could say, "definitely the most expensive" or "certainly the most expensive", but those don't seem to emphasize the superlative directly; y