Operating design
Define the controls before connecting software.
Problem
Incomplete inquiries delay estimates and assignment.
Approved input
Approved form fields and service request
Bounded AI role
Summarize free text and identify missing details
Human checkpoint
Confirm identity, scope, destination and any commitment
Failure path
Hold incomplete or conflicting requests in a visible queue
Data classification
Contact information; avoid sensitive attachments
Measurement
Complete requests at first review; correction rate
Safe first test
Run 10 synthetic inquiries including missing and conflicting fields
Implementation sequence
Move from a synthetic test to a reversible decision.
- Document the current manual path and baseline.
- Prepare the synthetic cases named above, including failures.
- Run the AI step without production writes or customer communication.
- Have the named reviewer compare every result with its source.
- Measure corrections, delay, exceptions, and reviewer effort.
- Keep, revise, or stop the test; retain the manual rollback path.
Questions
Before using this workflow
Does AI need to contact the customer?
No. The first test can only flag missing or conflicting fields for staff review.
What should stop the workflow?
Identity uncertainty, sensitive attachments, conflicting details, or an incomplete required field should move the request to a visible manual queue.
What should be measured?
Compare time to a complete first review, correction rate, and unresolved exceptions against the existing manual process.