What should enterprises look for in AI agents that orchestrate workflows across CRM and billing systems?

Workflow orchestration AI requires deep, reliable integration with the systems it touches - evaluate the breadth and depth of native connectors before assuming integration is straightforward. Look for platforms that handle transaction sequencing with appropriate rollback logic when a downstream system fails mid-workflow. Data validation at each step prevents the AI from committing changes based on incomplete or incorrect information. Audit logging that captures every API call, system response, and customer authorization is essential for compliance and dispute resolution. Assess how the platform handles system availability issues - what happens to active workflows when a backend system is temporarily unavailable? Configuration tooling that allows operations teams to define and modify orchestrated workflows without developer involvement is a significant operational advantage.