Why Does My AI Bot Mix Up Different Customers or Projects?
Ghost context and vector memory cross-contamination in shared vector spaces.
AI bots mix up customers when multiple accounts memories are stored in the same vector index without physical tenant isolation. Semantic similarity causes the bot to retrieve customer A preferences while serving customer B. Exogram enforces hardware-isolated SQLite tenant namespaces.
What Actually Happens in Production
A legal research bot serving multiple corporate clients cited confidential settlement numbers from Firm A in a research brief generated for Firm B because both cases involved similar trademark infringement claims.
Why Writing “Please Don't Do This” in Your Prompt Fails
Telling an AI "never mix up clients" fails if the retrieval system feeds another client vector chunk into the system prompt. The model cannot know the chunk was injected in error.
The Fix: Putting a Real Lock on the Door
Exogram enforces tenant-scoped cryptographic keys at the SQLite file level, making cross-tenant retrieval physically impossible.
from exogram import ExogramMemory
# Tenant-isolated memory: impossible to query across client boundaries
client_memory = ExogramMemory(tenant_id='client_corp_902')
context = client_memory.search('settlement terms')Frequently Asked Questions
Is metadata filtering in vector databases enough?
A single software bug or omitted metadata filter exposes all tenant data. Exogram uses physical database isolation.
Lock down your bots in 5 minutes
Give your AI agents freedom to do real work without the fear they will break your software or empty your wallet.