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MergeProof Blog

Practical security guidance for engineering teams building AI products.

What PHI Masking Really Means for AI-Powered Healthcare Tools

March 2026 | 8 min read

PHI masking AI tools must operate across ingestion, inference, logging, and training layers simultaneously. Learn what HIPAA-compliant masking actually requires in code and why architecture diagrams alone are not sufficient evidence.

Top 5 Compliance Pitfalls When Deploying AI in Hospitals

March 2026 | 10 min read

AI hospital compliance failures — from missing BAAs to unmonitored model drift — cost millions and erode patient trust. These are the five HIPAA AI risks teams encounter most often when deploying clinical AI systems.

SOC 2 Type II for SaaS: What Your Code Needs to Pass

March 2026 | 8 min read

SOC 2 Type II auditors examine your code, not just your policies. Learn the specific code-level requirements for access control, encryption, audit logging, and change management that determine whether you pass.