# SaaS Dynamics: Multi-Tenant RAG & Data Isolation
As B2B SaaS platforms integrate AI, the challenge shifts from general search to isolated, context-aware retrieval. This material covers how to scale RAG across thousands of tenants.
## 1. Row-Level Security (RLS) in Vector Stores
Ensuring that Tenant A never retrieves data from Tenant B during semantic search. We explore PGVector's filtering capabilities.
## 2. Tenant-Specific Embeddings
When and why you might need distinct embedding models or fine-tuned weights for specific enterprise clients.
## 3. Data Harmonization
Techniques for normalizing heterogeneous bank statements and transaction data into a unified, actionable ledger.
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