Observed is not inferred
Modeled relationships never masquerade as directly observed behavior.
Know what was observed, what was inferred, how identity was resolved, what is permitted for activation and what the evidence can legitimately support.
Modeled relationships never masquerade as directly observed behavior.
Resolved identity does not automatically create marketing permission.
Measurement does not become causal attribution without approved methodology.
Intent can prioritize; it does not automatically create MQL, SQL or opportunity.
Bring one account, audience, market or GTM objective and map the evidence required to act.