Repeatability
High
Column mapping, deduplication, and address normalization are structurally identical operations applied row by row. The logic is consistent once rules are defined, making this highly automatable.
Ambiguity Tolerance
Medium
Output columns and format are clearly specified, but the deduplication rule for 'same property under different client names' is underspecified — the agent needs a defined merge strategy (keep both, merge, flag for review) before it can complete the task confidently.
Data & Tool Availability
High
Google Sheets access via API or export is straightforward, and geocoding APIs (Google Maps, SmartyStreets) are readily available for address standardization. The user needs to grant access, but no exotic tooling is required.
Error Cost
Medium
Incorrect deduplication could silently drop legitimate records or merge unrelated properties, which would corrupt the portfolio history. However, the original sheets remain intact, so errors are reversible with a human review pass before the master sheet is adopted.
Human Judgment Required
Medium
Most of the work is mechanical, but edge cases — a property shot twice for different clients, an address that geocodes ambiguously, a status that can't be inferred — need a human decision. These should be flagged rather than silently resolved by the agent.