Who Should Use This

Good fit

• Infra engineers who need reproducible search behavior.
• ML platform teams who need auditability.
• Compliance‑sensitive orgs that must explain results.

Not a fit

• Teams looking for a managed vector DB.
• Teams wanting an end‑to‑end RAG framework.
• Teams that prefer implicit convenience over explicit guarantees.