Illustrative example — not a verified client result
A representative 40-person distributor uses AI to structure requests, check approved price data, flag exceptions, and prepare a quote for human approval.
Quote preparation falls from days to a controlled same-day workflow
Representative challenge
The current process depends on manual collection, repeated data entry, and individual memory. The audit would confirm volume, baseline time, error patterns, and exception types.
Representative approach
The representative design structures the request, retrieves approved information, prepares a draft, and routes anything uncertain to a named owner.
Representative solution
The system would be piloted against historical examples with access limits, logs, and human approval before any wider rollout.
Illustrative outcome
What a real engagement would verify
No outcome is claimed here. A real engagement would measure turnaround time, rework, exception rate, adoption, and user confidence against the original baseline.