Curation & Cleanliness
- Dedupe and near-dedupe training data at scale.
- Identify edge cases for labeling from one view.
Indexing & Backfill
- Our patent pending visual intelligence system indexes at
~50 img/s CPU ยท ~2600 img/s GPU - embed-only, measured internally.
- No GPU quota no problem - use cheaper and available nodes to take care of indexing and query.
Search & Retrieval
- Vector, full text, and hybrid scoring; don't bother reading what BM25 is.
- Find exact moments in videos and transcripts, have your pipelines do that too.
Automations & Agents
- REST API + MCP server for agentic retrieval.
- Customer-scoped keys keep tenants apart.
