AI in FMCG: The top use cases transforming global brands
Eight AI use cases global FMCG brands run today, from pricing to agentic AI, and why they need one causal model.
ArticleGrowth PlanningCausal AIUnified MarketingGrowthCausalityCMO
Enterprise Decision AI Resources & Blog | DATA POEM
Guides, case studies and research on Enterprise Decision AI, causal modeling and unified growth planning from DATA POEM.
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AI for CPG: How to plan across every retailer at once
How CPG brands use causal AI to plan trade and retail-media investment across Amazon, Walmart Connect, and Kroger in one model, not three.
ArticleGrowthCausalityCPGCMOPOEM365Causal AIEnterprise Decision AIUnified MarketingGrowth Planning
How to optimize your marketing budget: A data-driven playbook for CMOs
A CMO's playbook for reallocating an existing marketing budget by causal contribution, defending it to the CFO, and holding it in a downturn.
ArticleGrowth PlanningUnified MarketingCausal AIGrowthCausalityCMO
How does causal AI replace traditional analytics for enterprise revenue decisions?
See the mechanism behind causal AI's replacement of MMM, MTA, and forecasting models for enterprise revenue decisions, and where each still falls short.
ArticleCausalityForecastingFOUNTPOEM365Enterprise Decision AICausal AIUnified Marketing
Agentic AI in marketing: Why an LLM agent can recommend a decision but cannot own it
AI agents execute marketing decisions at scale. But can they own them? Why LLM agents recommend but don't decide, and what causal reasoning changes.
ArticlePOEM365FOUNTEnterprise Decision AICausal AIForecastingCausalityUnified Marketing
The best marketing attribution tools for 2026
A comparison of the top marketing attribution tools 2026, discussing attribution method, incrementality support, best-for use case and pricing signal.
ArticleUnified MarketingGrowth
Unified marketing measurement is still fragmentation, unless you use one model
Unified marketing measurement usually means combining MMM, attribution, and incrementality. But that's still fragmentation. Here's why we say so, and what consolidating everything into one causal model changes.
ArticleGrowthUnified MarketingCausal AIGrowth PlanningCMO
How do Enterprise CMOs Measure True Marketing ROI Across Fragmented Channels?
Most enterprise marketing ROI issues aren't a data problem, but a model architecture problem. Find out why attribution fails at scale and what replaces it.
ArticleUnified MarketingCMO
POEM365 vs MMM vs MTA: Which Measurement Approach is Right for Enterprise?
MMM measures the macro, MTA tracks the touchpoint, and both leave you with two different answers. POEM365 helps enterprises get to one causal truth.
ArticleUnified MarketingGrowth PlanningCMO
Your Channel ROI Has Three Layers. Your MMM Only Reports One.
Traditional MMM reports only direct channel impact. See the three layers of channel ROI, direct, synergistic and long-term equity, that your budget misses.
ArticleUnified Marketing
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