Claim Substantiation for AI: Marketing, Sales, and Investor Disclosures If you are responsible for policy, procurement, or audit readiness, you need more than statements of intent. This topic focuses on the operational implications: boundaries, documentation, and proof. Read this as a drift-prevention guide. The goal is to keep product behavior, disclosures, and evidence aligned after […]

Contracting and Liability Allocation If you are responsible for policy, procurement, or audit readiness, you need more than statements of intent. This topic focuses on the operational implications: boundaries, documentation, and proof. Treat this as a control checklist. If the rule cannot be enforced and proven, it will fail at the moment it is questioned. […]

Sector-Specific Rules and Practical Implications Regulatory risk rarely arrives as one dramatic moment. It arrives as quiet drift: a feature expands, a claim becomes bolder, a dataset is reused without noticing what changed. This topic is built to stop that drift. Read this as a drift-prevention guide. The goal is to keep product behavior, disclosures, […]

Standards Bodies and Guidance Tracking If you are responsible for policy, procurement, or audit readiness, you need more than statements of intent. This topic focuses on the operational implications: boundaries, documentation, and proof. Use this to connect requirements to the system. You should end with a mapped control, a retained artifact, and a change path […]