Luisa Herrmann
Fractional AI Leadership & Advisory
Strategic guidance on deterministic AI architectures and knowledge layers for compliance-heavy environments.
10+ years implementing AI technologies in real-world, high-stakes companies; deploying privacy-preserving systems across manufacturing, banking, finance, and enterprise environments where data insights are valuable and compliance is critical.
What I Do
I advise on deterministic AI architectures and layered knowledge systems—helping organizations build reliable, auditable solutions where compliance and privacy are non-negotiable.
Fractional CAIO
Part-time AI leadership for organizations that need strategic guidance without full-time commitment. I evaluate your AI capabilities, define roadmaps, establish governance frameworks, and advise on architecture decisions for compliance-heavy deployments.
Deterministic AI Advisory
Strategic counsel on building deterministic AI architectures with layered knowledge systems. I help teams design context-aware frameworks that produce consistent, traceable outputs—eliminating black-box unpredictability in regulated environments.
AI Assessments
Comprehensive evaluation of your AI systems, compliance gaps, and implementation risks. I assess architecture decisions, evaluate vendor solutions, and provide actionable recommendations for privacy-preserving deployment under GDPR, HIPAA, SOC 2, and other frameworks.
Who I Work With
B2B SaaS & Enterprise
Companies deploying AI on production customer data—requiring SOC 2, ISO 27001, and robust privacy frameworks.
Financial Services
Banks, fintechs, and insurance firms deploying AI while managing client financial data under PCI DSS and industry regulations.
Compliance-Heavy Sectors
Healthcare, government contractors, and critical infrastructure building AI under HIPAA, FedRAMP, CMMC, and other compliance frameworks.
Fractional Leadership & Advisory
I work with leadership teams as a fractional CAIO or strategic advisor—providing guidance on deterministic AI architectures, compliance frameworks, and knowledge layer systems. Every engagement starts with an assessment to understand your capabilities and risks.