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Production AI Radar
Production vector store
Versioned embeddings store with backup, tenancy, and filtered retrieval SLOs - not a laptop Chroma dump.
TrialLLMOpsNew
- Why this ring
- RAG demos die on missing filters, no backup, and no collection versioning. Trial Qdrant or pgvector with ops ownership.
- Production risk if ignored
- Stale or corrupted indexes silently degrade answers while APM stays green.
- Typical effort
- weeks
- Medium FinOps impact
Use cases
- Enterprise RAG
- Multi-tenant doc search
- EU self-hosted vectors
Adoption steps
- Pick store by scale and residency
- Define collection versioning + backup
- Filter and hybrid search in golden evals
- Alert on recall/latency regressions
Related tools
In your assessment
Vector ops maturity + residency and backup review