Before connecting AI agents to ERP, CRM, email, LINE OA, or MCP, organizations need seven guardrails covering permissions, data, tool calls, human approval, audit logs, and incident response.

Connecting an AI agent to ERP data is only the first step. Learn how business definitions, semantic layers, data products, source of truth, and data quality make ERP data truly AI-ready.

Dashboards show what happened. AI agents can help turn insights into explanations, recommendations, human-approved actions, and measurable business outcomes.