Repeatability
High
The task runs on a fixed weekly cadence with the same source formats, field mappings, and output schema each time. Schema changes on the source platforms are the main structural risk, but those are infrequent and detectable.
Ambiguity Tolerance
High
Success criteria are crisp: 15 defined output fields, deduplication by address, cross-platform flags, and pricing discrepancy detection. There is minimal interpretive work required to know when the job is done correctly.
Data & Tool Availability
High
The agent only needs access to the weekly CSV and JSON exports, which the user already has. No live API calls, credentials, or external permissions are required beyond reading local files and writing a spreadsheet.
Error Cost
Low
The output is a master spreadsheet for human review, not a live system update or client-facing action. Errors are visible and correctable before any downstream use, and no irreversible action is taken.
Human Judgment Required
Low
Address normalization and fuzzy deduplication may surface a small number of ambiguous matches requiring human confirmation, but the vast majority of the work is deterministic field mapping and comparison logic.