Can this task be automated?
Enquiry emails can become structured job records by extracting explicit specifications, retaining the source message, and flagging contradictions or missing details. The system should distinguish what the customer stated from what it inferred. A draft job remains useful even when it cannot yet be quoted or released to production.
How does the workflow run?
01 / Trigger
A message enters a monitored Gmail label. Capture its message and thread IDs, sender, and checked attachment references.
02 / Decision
Extract product, dimensions with units, quantity, material, requested date, and artwork references. Mark absent values unknown and preserve conflicting statements.
03 / Action
Create one ClickUp enquiry using the message ID for deduplication. Attach source excerpts so a reviewer can verify each extracted field.
04 / Failure handling
Low confidence and multiple unrelated jobs route to a person. Email content is customer data, never an instruction to the agent runtime.
Which tools and how much effort?
Gmail; Make; structured-output language model; ClickUp.
Low–medium · 2–5 implementation days. Planning estimate for the constrained scope above, not a delivery commitment or measured average. Integration access and source quality can change the work.
When should a person keep this task?
A requested date is not an accepted deadline. Agree attachment retention and model-provider data handling before processing customer files.
What should the acceptance test prove?
Replay a message, mix inches and millimeters, and send conflicting quantities. Confirm deduplication, unit handling, and visible ambiguity.
How do you measure whether it is worth building?
Measure hands-on minutes for representative jobs before the pilot. Subtract review, exception handling, and maintenance time afterward. Multiply the per-job difference by actual monthly volume. Keep waiting time separate from labor time, and publish the sample size with any savings claim.
Describe your workflow in the free automation audit. The audit identifies the first useful step, dependencies, and work that should stay with a person.
Written for KLYRFOCUS · Updated 2026-09-06 · Estimates are labeled; measured results require source records.