Multimodal Video Understanding Engine

End-to-end video understanding pipeline: per-frame CLIP + action recognition, temporal scene segmentation, automatic transcript + OCR extraction, chapter/time-stamped topic indexing, and natural-language search across full video library.

• Frame-level CLIP embeddings + action-recognition time-series across entire video
• Scene-change detection + automatic key-frame extraction per 30-second segment
• Auto-generated transcript + OCR with chapter marker overlay
• Natural-language question answering across video with time-stamped answer snippets
• Batch ingest: 1000+ video files automatically processed and indexed within hours

• Search 10 000+ hours of video content in seconds — find any mention of any product or event instantly
• Auto-generated video chapter index reduces manual editing time from hours per video to zero
• Compliance review: find potentially sensitive visuals or language across all video content automatically