Leading organizations treat attribution as a decision system, not a dashboard. Build data contracts, enforce consistent event naming, and model performance by cohort to reveal what actually drives pipeline and retention.
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AI Attribution in 2026: What High-Growth Teams Must Measure
Attribution maturity now depends on event fidelity, model transparency, and channel incrementality. Teams that operationalize these layers can scale spend with lower downside risk.