Resource
Controlled-Data Claude Training Standard
Six principles for training employees on Claude when your organization handles CUI, ITAR, or other regulated data.
Updated November 2026
The standard
Six principles.
01
No regulated data in training
Training sessions, exercises and materials never contain controlled or regulated data: CUI, export-controlled technical data, personal or health data, or anything under NDA. The data boundary is written, approved by IT, security and export compliance, and taught before anyone touches the tool.
02
Synthetic examples only
Every prompt, document and exercise is invented for training, with realistic structure and numbers that tie. People practice real decisions without real data. IT or compliance clears the exercise set before delivery.
03
Approved AI environments only
Training happens in, and teaches use of, only the tools and plans the organization has approved for each data category. Personal and free accounts are out of bounds for work. New tools go through review before they go on the list.
04
Human review requirements
AI output is a draft. A person reads it, checks it, and owns it before it goes anywhere, and high-stakes decisions (hiring, pricing, contracts, safety) are never made by an AI tool on its own.
05
Escalation procedures
Everyone knows who decides exceptions and where to report a mistake, such as pasting the wrong text. Reporting is no-blame, because early reporting is the behavior the program needs.
06
Output verification standards
People check figures and citations against the system of record, ask for sources, and keep open items open. Scenario checks, not recall quizzes, test whether the habit holds.
How to use it
Turn the principles into a program.
Use the six principles as a checklist when you design or buy training. For each one, ask where it is written down, who owns it, and how you would know it was followed. Our guide to training with CUI or ITAR data goes deeper, and the governance starter kit supplies the policy, charter and risk worksheet that sit behind it.
General education, not legal or compliance advice. Your compliance team decides what applies to your data.
Questions
Frequently asked questions
Is this a certification or a legal standard?
No. It is a working standard that TechStack Consulting uses to design Claude training for organizations that handle controlled data. It is not an Anthropic certification, a government standard, or legal advice.
Does it say what data is allowed in Claude?
No. Your IT, security, export-compliance and legal teams set that rule. The standard makes sure training follows it.
Where did it come from?
It reflects the approach used in the documented 400-user rollout at a regulated components manufacturer, where synthetic examples and scenario checks were used throughout.
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