You can see your max upload size (and other limits) by installing this plugin: https://wordpress.org/plugins/phpinfo/ – it really depends on what your host will allow, but these settings can be changed.
If you have a single large video, you could upload that to your site first, and then reference from your site to avoid having to upload it with the OAM widget each time – this will lower the filesize of your OAM file.