How SaaS and AI Companies Benefit from SOC 2 Examinations

Key takeaways:

• SOC 2 examinations provide a structured framework for documenting how AI systems are designed, governed, and controlled, helping organizations meet stakeholder expectations for security, reliability, and operational discipline.
• For AI-enabled companies, SOC 2 translates complex technical processes, including automated decision-making, model governance, and data management, into assurance-ready documentation stakeholders can evaluate consistently.
• By aligning AI-specific risks with relevant trust services categories, SOC 2 supports clearer oversight of development practices, system integrity, and risk management, particularly for startups and emerging technology companies.

Strengthening Security, Governance, and Trust

Artificial Intelligence (AI) is reshaping how companies develop software, deliver services, and engage with clients. For AI developers and providers, rapid innovation comes with heightened responsibility to ensure systems are secure, reliable, and well-controlled.

SOC 2 examinations help organizations respond to customer and stakeholder expectations for validated security and operational controls. By evaluating key controls, SOC 2 provides a structured way for technology and AI companies to document how systems are designed and governed. Beyond compliance, the examination helps organizations demonstrate disciplined oversight of data protection, system integrity, and internal processes, all of which support trust in AI-enabled solutions.

Take for example one SOC 2 engagement involving a company integrating AI into internal process flows. Evaluating how automated decisions were governed required IT assurance discipline alongside an understanding of machine-learning models and automated decision logic. The examination focused on mapping trust services criteria to system architecture, data workflows, and AI models, which clarified where controls existed, where gaps remained, and how responsibilities were defined. The SOC 2 framework provided a consistent structure for documenting these controls and reducing ambiguity around AI governance.

In another engagement involving a company building an AI platform, the SOC 2 examination centered on the AI itself as a core asset. The work included documenting controls around data pipelines, model validation, and algorithm governance to show how intellectual property was protected and monitored. Framing these technical processes in assurance terms helped translate complex AI operations into documentation stakeholders could evaluate consistently.

SOC 2 for AI Companies

While AI is evolving rapidly, SOC 2 provides a practical first step for startups and emerging technology companies to show they maintain secure systems, safeguard sensitive information, and uphold rigorous development practices.

AI startups face unique risks—from managing the software development lifecycle to monitoring the integrity of outputs and protecting confidential data. SOC 2 allows companies to address these risks in a clear, organized way, giving clients confidence that the company’s processes meet recognized standards.

Practical Steps for Demonstrating AI Controls

The first step is to assess which trust services categories are relevant to your AI operations. While security and confidentiality are foundational, other areas—such as availability and processing integrity—may also align with your AI systems. Integrating AI-focused controls within these categories, such as monitoring outputs, securing the software development lifecycle, and overseeing vendors, ensures that the SOC 2 examination reflects the unique operational environment of AI companies.

In practice, this often involves connecting day-to-day AI activities to formal control language. For organizations deploying machine-learning models in production environments, this may include documenting how model outputs are monitored, how changes to models are reviewed and approved, how access to training data is restricted, and how third-party tools are overseen. SOC 2 provides a consistent structure for aligning these activities with established criteria.

Partnering with security and risk advisors who have deep AI knowledge to adapt the SOC 2 examination to include additional AI-specific controls or emerging industry practices is a critical step. For AI companies, this may include evaluating practices aligned with emerging AI standards or other industry-specific guidance.

SOC 2 examinations provide AI companies with a structured framework for documenting controls and demonstrating operational discipline. When AI-specific considerations are integrated into the examination, stakeholders gain clearer visibility into how systems are designed, governed, and maintained. For startups and emerging AI companies, this approach supports informed evaluation of risk and operational maturity.

How We Help

AAFCPAs provides AI, technology, and SaaS companies with a practical, structured approach to demonstrating strong operational and security controls through SOC audits. Our team leverages AI industry knowledge to tailor SOC 2 assessments, ensuring that unique AI risks—such as secure coding practices, monitoring outputs, and vendor oversight—are thoughtfully addressed.

Beyond producing a report, we focus on delivering actionable insights that give clients and partners confidence in the integrity, security, and reliability of your systems. Each engagement is supported by certified professionals, including an ethical hacker, and follows an agile, transparent process designed to minimize business disruption while maintaining the highest standards of accuracy and compliance.

Let us be your advisors. By partnering with AAFCPAs, AI companies signal their commitment to secure, well-managed development practices, establish trust with stakeholders, and take a meaningful first step toward demonstrating disciplined and responsible AI operations.

These insights were contributed by Paula Chamoun, CISA, CISSP, CISM, Managing Director, Attestation, Regulatory, and Compliance.

Questions? Reach out to our authors directly or your AAFCPAs partner.

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