The Attribution Transparency Premium: Why Methodology Beats Models in Agency Retainers

Attribution tooling is now cheap enough that every agency can show a dashboard, so the defensible position shifts to proving the method behind the number. Agencies that pair multi-touch attribution with incrementality testing and publish their assumptions can defend budgets when clients challenge results; agencies that resell black-box models inherit the vendor's credibility risk along with its pricing changes.