How to evaluate an AI workflow before putting it to work
Define acceptance criteria, build representative test cases, compare a realistic baseline, and record the limits of an AI workflow before release.
AI & automation
Practical boundaries, human review, and testing for AI-assisted business workflows.
Design narrow tool permissions for business AI assistants
Map AI tool access to specific operations, records, and fields, then test denial, approval, and revocation before connecting a business workflow.
Prompt injection in business workflows: practical defenses
Keep outside content separate from business authority with narrow context, enforced permissions, output checks, safe tests, and a clear recovery route.
AI agents for small businesses: where human approval belongs
Use current NIST and OWASP guidance to design practical boundaries for AI agents, with approval rules, testing examples, and a small-business pilot plan.