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To verify the accuracy of engagement metrics for AI-generated virtual companions, I recommend diving into the feedback that users provide. Look for direct user reviews and ratings that specifically mention conversation quality and emotional connection. This kind of qualitative data can reveal whether the numbers you're seeing really reflect genuine interaction. For a practical step, you might want to check out tools that analyze user interactions, like those found here: https://aigirlfriend.video/. And make sure you regularly revisit these metrics to stay updated on how the AI is evolving and improving!