Every night, live listings across the store and its marketplace channels get checked against the brand style guide and basic compliance rules — missing fields, banned claims, image sizing — and a fix list goes to the category manager instead of a shopper finding the problem first.
How it runs
ambiguousflagged
Trigger
Nightly listing scan runsShopify and marketplace channels
Extraction
Read the listing contenttitles, descriptions, images
Lookup
Check against the style guide and compliance rulesSharePoint
Rule
Flag listings below the quality bar
Branch
Hold ambiguous flags for review
Human gate
Category manager sign-off
Assemble report
Produce the fix listSharePoint
Outbound comms
Notify the listing teamMicrosoft 365 and Outlook
Outcome
Fix list issued
Trigger
Extraction
Lookup
Rule
Branch
Human gate
Assemble report
Outbound comms
Outcome
What it could return
Time a category manager would otherwise spend spot-checking listings for style and compliance issues by hand.
$10,120per year, returned
460 hrsper year, back
A rough estimate until this is measured on your own numbers. Every input above is yours to change.
Systems touched
Agentic skills run
Where the human sits
The workflow proposes a fix. Applying it is a category manager's call, made after they've looked at the flagged listing.
Confidence floor 70% — anything under that holds for a person instead of guessing.
Knowledge produced
This one doesn't produce any knowledge for memory to pick up.