After submission, my contact form redirects to a URL followed by an unfamiliar code like #wpcf7-f123-o1. Why?

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This is because your contact form is working in non-AJAX submission mode. The following article explains possible reasons why a contact form doesn’t work in AJAX submission mode.

Just another contact form plugin for WordPress. Simple but flexible.