Marketers Adopt Hybrid MMM and AI Measurement

Marketers are shifting away from deterministic last-touch attribution toward hybrid approaches and mixed media modelling (MMM) software, increasingly using generative AI to stitch together UTMs, brand lift, pixels and surveys. Multiple agencies and a November 2026 ANA study (40% cite measuring creator ROI) report adoption of faster SaaS MMMs and custom GPT workflows, helping allocate budgets and justify upper-funnel paid social investments.
Scoring Rationale
Strong industry relevance and actionable methods, but limited novelty and based on agency reporting rather than peer-reviewed research.
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