Skip to content

Montana Video

Government relations platform processing legislative video with multi-modal analysis, diarization, and vector search.

Montana Video workflow: Video → AI transcription → Vector index → Hybrid retrieval → Search results. Multimodal processing · Embeddings · Reranking.

GovRel Intelligence Platform · Role: Lead Developer

Architecture

  • Distributed Cloud Run pipeline
  • GCS Event Triggers -> Transcribe -> Vectorize
  • Hybrid Vector + Semantic Search with Reranker

Engineering approach

  • Async state machine tracking
  • Graceful fallback chains (Vertex Speech -> Whisper)
  • Hash-based deduplication

Technology stack

  • Google Cloud Run
  • Vertex AI
  • Firebase
  • Next.js

Related projects

Build with Fern