soc2

**SOC2** SOC2 and ISO 27001 certifications demonstrate that an organization maintains rigorous security practices, increasingly required by enterprise customers evaluating AI vendors, with AI-specific controls addressing model security, data handling, and algorithmic risks. SOC2: American Institute of CPAs framework; Type I (point-in-time controls design) and Type II (controls operating effectiveness over period); Trust Services Criteria covering security, availability, processing integrity, confidentiality, and privacy. ISO 27001: international standard for information security management systems (ISMS); risk-based approach; certification through accredited auditors. Enterprise requirements: larger customers require one or both as procurement prerequisites; demonstrates security maturity. AI-specific controls: document model training data provenance, access controls for training data and models, model versioning and rollback procedures, monitoring for model drift or attacks, and data retention policies. Audit preparation: inventory AI systems and data flows, document controls specific to ML pipelines, and ensure logging and monitoring covers AI operations. Gap assessment: identify where current practices fall short before formal audit. Continuous compliance: certifications require ongoing maintenance, not one-time effort. Cost versus benefit: certification is investment; enables enterprise sales that wouldn't otherwise be possible. Security certifications build trust essential for enterprise AI adoption.