1. Tenant-Scoped Vector Embeddings & RBAC Filters
Standard vector databases often index all documents into a shared space. In an enterprise setting, this introduces unacceptable risks of privilege escalation. SmartApp architects deterministic vector metadata filtering at query time.
💡 Architectural Takeaway: Strict metadata-enforced vector filtering eliminates hallucinated unauthorized retrievals with 100% mathematical certainty.
Dual-Layer Access Validation: Every semantic vector similarity search is constrained by real-time Active Directory / Okta RBAC tags.
Private Dedicated Namespaces: Sensitive corporate departments (e.g. Finance, Legal, M&A) operate inside mathematically isolated vector subspaces.
Cryptographic PII Scrubbing: Real-time NER models redact PAN, Aadhaar, Social Security, and health identifiers prior to embedding generation.
