Self-Hosted LLM for Identity Governance — Why Data Residency Matters
2026-05-14 · 6 min read
Cloud AI APIs cannot process production role and permission data in regulated industries. Self-hosted ATS AI keeps SoD remediation and role design on your infrastructure with human-in-the-loop approval.
The cloud AI blocker
Identity governance data includes production roles, authorization objects, user assignments, and transaction history — among the most sensitive metadata in an enterprise. Sending this to third-party LLM APIs creates data residency, QA validation, and audit trail gaps.
Pharma, banking, and government teams routinely block cloud AI for this reason, leaving GRC teams without intelligent remediation assistance.
On-premises AI with governance guardrails
AI Tech Secure deploys ATS AI on your infrastructure. Copilots for role design, SoD remediation, access recommendations, and SAM optimization are grounded in live tenant data through controlled context APIs.
AI proposes staged actions. Humans approve. Workflows execute. Every prompt, context snapshot, and approval is captured in an immutable audit chain.