Yes, private group video calls are safe because these days most of the video chat apps promise utmost security from third-party intrusions. However, before opting for a video calling app, you must ensure that the app offers stringent security protocols like AES, SSL/TLS, and complies with industry-regulatory standards like HIPAA and GDPR.
If you would like to know about secure group video calling apps, check out this blog.