What happens when an AI workflow is uncertain or fails?

Separate decisions from actions.

Claude can help interpret a messy enquiry or prepare a concise summary. Your application still decides which tools are available, validates the returned data, and executes permitted actions. Keep irreversible steps such as sending a binding quote or confirming a booking behind explicit business rules or human approval.

Three handoffs worth designing

1. Missing information. Ask the customer a clear follow-up or mark the lead as incomplete. Do not guess a budget, date, or requirement.
2. Low confidence or sensitive request. Escalate with the original message, the collected context, and a suggested next action. Make it obvious what the person must approve.
3. Technical failure. Route failed executions to an error workflow, notify an owner, and keep the original lead available for a controlled retry.

Make ownership visible.

Every automated step needs an owner, an expected response window, and a way to see whether the handoff completed. A CRM field that says "assigned" is not enough if no one is alerted or the customer receives two conflicting replies.

Start with a narrow pilot and review exceptions with the team. Expand only when the failure paths are boring and predictable.