Shadow AI
Also known as: Unapproved AI use, Informal AI usage
Definition
Shadow AI happens when employees use public or unapproved AI tools for company work without leadership, IT, or managers understanding what data is entered or how outputs are used. It often signals unmet workflow demand, not just employee misconduct.
The answer to shadow AI is rarely a blanket ban. Safer defaults, approved tools, role-based training, and a simple request path usually produce better behavior.
Treat hidden AI use as a signal that employees are trying to remove friction.
Related terms
- AI Acceptable-Use Policy — A company policy that defines approved AI tools, restricted data, human review, and escalation rules for employee AI use.
- AI Governance — The rules, owners, review standards, and escalation paths that let a company use AI safely and consistently.
Where this gets applied
- Process Documentation — Sales process, customer success playbooks, technical runbooks, financial close calendars, hiring rubrics.
- Technical Debt — Quantification in dollars, not adjectives. Then a remediation plan that runs in parallel with delivery.
- Compliance & Security — SOC 2, CMMC, FedRAMP, security baselines for post-acquisition standardization.