Repeatability
High
The logic is structurally identical every time: ingest CSVs and email exports, normalize fields, deduplicate on email, flag merges. This is a deterministic pipeline that can be scripted and rerun as new batches arrive.
Ambiguity Tolerance
Medium
Deduplication by exact email is crisp, but company name standardization requires fuzzy matching rules that aren't fully specified — 'Acme Corp' vs 'Acme Corporation' vs 'ACME' all need a judgment call. Success is mostly measurable but a few edge cases will need human review.
Data & Tool Availability
High
The user has all source data (CSVs and Gmail exports) and the output target is a simple CSV — no live API access or special permissions required. A code agent can work entirely with local files.
Error Cost
Low
The original source files are untouched, so any mistakes in the output CSV are fully reversible before HubSpot import. A human spot-check of the deduplication notes before import is a natural safety gate.
Human Judgment Required
Low
The task is almost entirely rule-based: email normalization, phone formatting, fuzzy string matching for company names. The only genuine judgment calls are ambiguous company name variants, which can be flagged for human review rather than silently resolved.