Marketing metrics were designed for linear journeys and observable actions.
AI-driven research is neither linear nor easily observed. Buyers may form preferences without clicking, downloading, or enquiring.
This creates blind spots. Performance may appear flat while influence grows.
Relying solely on traditional metrics risks under-investing in early-stage trust building.
B2B teams must learn to infer influence rather than expect direct attribution.