ServiceNow AI, data, and governance
What this domain tests
AI, data, and governance tests whether you can keep AI and analytics trustworthy: data quality, access, ownership, and responsible use.
Core rules
- Data governance: assign data owners and stewards; define data policies; certify critical data; monitor CMDB health for completeness, correctness, and compliance.
- CSDM provides a common language for services, applications, and infrastructure.
- AI governance: inventory models and skills; classify risk; require human review for high-impact outputs; document training data and evaluation.
- Access: AI features must respect ACLs, field-level security, and domain separation; grounding data is filtered by the user's access.
- Privacy: minimize PII in prompts and training sets; define retention and masking.
Worked example
Now Assist summarizes a case, but the summary includes a restricted investigation-notes field. The issue is not the LLM; it is grounding and ACL configuration. Check field-level read ACLs, the skill's data access scope, and domain separation. Fix access first, then retest with non-admin personas.
Traps
- Assuming AI output is deterministic or audit-ready.
- Training on ungoverned or stale data.
- Treating CMDB as an asset list rather than a governed service model.
- Ignoring domain separation in AI search.
- Allowing PII into prompts without retention or masking rules.