DJ Insight
DJ Insight's Kagami AI is a video and audio analysis SaaS that estimates in-room engagement, concentration, and drop-off moments in live or hybrid sessions and produces time-series reports with recommended follow-up actions.
Published Sep 2, 2026
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| Aspect | DJ Insight (Kagami AI) | Qualtrics XM Discover | Microsoft Viva Insights |
|---|---|---|---|
| Starting Price | Published pricing not available; custom quote (個別見積) | Published pricing not readily available; typically enterprise/negotiated pricing | Varies by Microsoft 365/Viva licensing and add-ons |
| Best suited for | Organizations seeking quantification of in-room engagement signals from video/audio for training, roleplay, interviews, or seminars | Enterprises analyzing conversation-based feedback across channels (text/voice/transcripts) | Organizations using Microsoft 365 that need analytics on workplace collaboration patterns and meeting habits |
| Key strength | Focus on offline/hybrid nonverbal signal analysis and report-driven recommendations | Broad connectors and conversational analytics across many feedback channels | Integration with Microsoft ecosystem and standardized workplace analytics |
| Key weakness | Limited public validation, limited independent reviews, and limited publicly available security/compliance documentation | Not designed primarily for in-room visual nonverbal cues; dependent on data quality/connectors | Not focused on interpreting participant reactions from video; may raise monitoring concerns in some cultures |