An Agentic AI Pipeline for Marketplace Listing
Applied AI and Automation
An Agentic AI Pipeline for Marketplace Listing
One World LLC (dba Instrooments) · AI workflow automation
Context
The operation lists 200 to 300 products a month, and listing was the bottleneck: photographing, editing, writing, and posting ran about an hour for every ten listings.
Decision
Automate the whole assembly, not fragments of it, and hold one hard quality gate: the post-sale return rate was not allowed to move.
Execution
I built a pipeline that takes product photos and short product details as input and produces live eBay listings: automated prompt generation, automated product photo editing, and test results assembled into the listing body. Upload in, listing live.
Prompt generation→
Photo editing→
Listing assembly→
Live on eBay
Result
Return rate and listing-accuracy issues did not move.
Speed that costs quality is not automation, it is deferred rework. The gate is what made it automation.
Description
Listing was the bottleneck at 200 to 300 products a month. I built a pipeline that turns product photos and short product details into live eBay listings, cutting cycle time roughly 75%. The post-sale return rate was held as a hard quality gate and did not move.