Repeatability
High
The structure is consistent: three known source formats, fixed output schema, defined deduplication key (company domain), and standard transformations. This can be scripted and re-run as new exports arrive with minimal changes.
Ambiguity Tolerance
Medium
Most success criteria are crisp — deduplicate by domain, standardize formats, flag missing fields — but edge cases like domain conflicts, partial duplicates, or ambiguous company names require explicit rules or a human tiebreaker to avoid silent errors.
Data & Tool Availability
High
All three source files (Typeform export, Excel sheet, LinkedIn JSON) are static and uploadable. No live API access or authentication is needed; the agent just needs the files and a defined output schema.
Error Cost
Medium
A bad merge could corrupt the partner database powering the website and API, which is real but recoverable — the source files are preserved and the output CSV can be reviewed before deployment. A human review pass before publishing mitigates most risk.
Human Judgment Required
Low
The task is largely mechanical: field mapping, format normalization, deduplication logic, and flagging. Judgment calls on ambiguous duplicates are the only genuine exception, and those can be surfaced as a flagged review list rather than silently resolved.