Repeatability
High
The logic is identical every run: pull feed, deduplicate by barcode, remap categories, flag short descriptions, output two files. This is a pipeline, not a judgment call, and it can be scheduled to run on any cadence.
Ambiguity Tolerance
High
Success criteria are explicit and measurable — deduplication key is barcode, category mapping is against a provided reference list, and the flagging threshold is a hard word count. There is almost no subjective interpretation required.
Data & Tool Availability
Medium
The Shopify API is well-documented and agent-accessible, but the agent needs credentials, the reference taxonomy file, and clarity on how to handle edge cases like barcodes that are missing or shared across legitimate distinct products. These are solvable but must be provided upfront.
Error Cost
Low
The output is a cleaned JSON draft and a CSV flagging report — neither touches the live store directly. A human reviews before any import, so mistakes are caught before they cause customer-facing damage.
Human Judgment Required
Low
Category remapping against a fixed reference list and description flagging by word count are purely mechanical. The flagged CSV is specifically designed to route the genuinely ambiguous cases to a human, so the agent only handles the deterministic portion.