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Use case

Commercial

Media & Knowledge Management

Index-cheap, query-smart video search using multimodal embeddings + vector ANN. Document-grounded chat with in-workflow PDF generation.

What customers build

  • Semantic + keyword video search at enterprise scale
  • Transcript chunk full-text search
  • Document-grounded chat with citation lists
  • In-workflow PDF / DOCX report generation

Plugins used

Video AnalysisFoundationalWeb Search

Patterns

  • · RAG over video
  • · RAG over docs
  • · Generate report

Outcomes

  • Index without paying for vision LLM at index time
  • Frame-precise video search via vector ANN
  • Self-service knowledge access via Chat

Compliance

Customer-hosted on AWS or Azure
S3 + 4 storage adapters (s3, azure, gcs, local)
Presigned URLs ≤ 1 hour