ISW
While the costs associated with Ukraine’s defense of Bakhmut are significant & likely include opportunity costs related to potential Ukrainian counter-offensive operations elsewhere, Ukraine would also have paid a significant price for allowing Russian troops to take it easily.
https://news.yahoo.co.jp/articles/a98de0bd512a233a6862b737aeba20c7e7253832
