Marketing, Growth & Attribution
Marketing becomes useful to operations when campaign data can be traced to real internal entities and downstream outcomes. We design attribution and reporting workflows that normalize provider data, preserve unattributed states instead of guessing, and keep writable actions behind verified mappings and authorization. Rakez and LeadScope AI provide concrete examples of this approach.

