Cassidy combines knowledge, agents, workflows, approvals, and integrations, but opaque paid pricing, credit economics, source freshness, permissions, and exception handling determine production value.
Direct verdict
Cassidy AI earns a shortlist for operations teams that want business-grounded automation and visible approval controls without building an orchestration stack. Do not buy from the demo alone: validate source freshness, exception handling, credit consumption, and the full business quote.
What to verify
Build one reversible document-intake or support-triage workflow with approved dummy data. Seed stale documents, conflicting instructions, permission failures, model errors, and a required human decision. Measure accepted outputs, unsafe actions prevented, escalations, correction time, retry behavior, credit cost, audit quality, and rollback.