It won't improve server response time. That needs to be optimised at the server level.
Cloudflare essentially acts as a CDN and offers a cached version of your site, which makes delivery of your site globally much faster.
Otherwise it would depend on how close the user is to the physical location of the server.
Cloudflare won't do much here, it may make things appear faster for your visitors but won't save the server.