90-day benchmark
4,866 supplier tickets
Roughly 54 supplier tickets per day, or about 1,622 per month, enough to justify a dedicated triage layer.
Live motion layer · Service intelligence
Supplier Communications Exception Triage
Supplier paperwork becomes matched records, exceptions and clean queues
Use case · Real build pattern, generalised
Separate automated supplier confirmations, delivery paperwork and purchase-order emails from genuine exceptions before they bury the operations team.
Problem pattern
Supplier inboxes often contain confirmations, proof-of-delivery notes, purchase-order replies and off-hire paperwork mixed with actual failures.
The first useful version should not pretend to negotiate with suppliers. It should auto-file routine paperwork, link references to the right job and surface failed collections, delays, delivery problems or billing disputes for humans.
Measured supplier-comms data
In the anonymised 90-day audit, supplier communications were about one fifth of all support volume. The automation opportunity was not “AI replies”; it was separating routine supplier paperwork from exceptions that needed a person.
90-day benchmark
Roughly 54 supplier tickets per day, or about 1,622 per month, enough to justify a dedicated triage layer.
Channel shape
Email made up 69.3% and web forms 30.3%. There were zero supplier phone or chat tickets, making this ideal for queued classification.
Exception rate
The majority were confirmations, PODs, purchase confirmations and off-hire paperwork. Failed collections and delay/no-show issues were the exceptions to surface.
Backlog signal
12.4% sat in new status, likely automated paperwork piling up and making the real operational problems harder to see.
Split routine confirmations, paperwork, portal submissions and exception types from real messages.
Extract PO, delivery, collection and order references so supplier messages can be linked to the right job.
Auto-file low-risk paperwork, then send failed collections, no-shows, disputes and missing details to humans.
Track untouched backlog, auto-linked paperwork, exception response time and false-positive escalation quality.
Next step
Send one supplier inbox, ticket export or paperwork flow. We will map what can be filed automatically, what must escalate, and where humans stay accountable.