Horizons by revsure
Marketing Mix Modeling + Predictive Allocation: How Smarter Models Are Reshaping B2B Marketing Efficiency
December 12, 2025
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4
min read
Marketing budgeting is undergoing a seismic shift. As global spend stalls, media inflation rises, and regional performance diverges, GTM leaders can no longer rely on historical ratios or intuition. This edition explores why Marketing Mix Modeling (MMX) is becoming the backbone of modern allocation, how industry research validates the change, and how RevSure is advancing the next generation of full-funnel, region-aware modeling. The theme is clear: efficiency now comes from precision, not volume.
Gartner’s 2025 CMO Spend Survey shows marketing budgets have flatlined at 7.7% of company revenue, putting even grater pressure on CMOs to prove ROI and drive productivity gains. With 59% of CMOs reporting insufficient budgets for 2025 and media inflation eroding returns, teams must account for diminishing marginal impact, channel saturation, and regional variability, conditions that traditional budgeting models can’t absorb.

This is why more leaders are turning to Marketing Mix Modeling (MMX). MMX helps quantify incremental impact across channels and regions, revealing where spend delivers lift and where it’s reaching diminishing returns. As budgets stagnate, predictive allocation rooted in MMX, not historical ratios or gut feel, becomes the foundation of efficient planning.
The takeaway: When budgets stall, lift matters more than levels, and MMX is how modern teams find it.
The IAB Australia Market Mix Modelling Landscape Report highlights a surge in MMM/MMX adoption as organizations move away from channel-level intuition. The report outlines the vendor landscape and provides an eight-stage framework for implementing MMM across diverse regional environments.
Modern MMX models now incorporate audience maturity, regional elasticity, and cross-channel interactions, giving teams clarity on where incremental spend truly converts.
RevSure’s marketing mix modeling framework builds on these industry trends by showing how incremental impact can be measured across every channel, paid, organic, brand, offline, and upper-funnel, including programs that traditional attribution can’t see. Using statistical and time-series modeling, it captures long-term effects, lagged influence, cross-channel reinforcement, and the point at which each channel begins to hit diminishing returns.
Key capabilities include:

By connecting these insights with attribution, incrementality testing, and funnel forecasting, RevSure creates a continuous feedback loop where real-world signals refine spend decisions and strengthen predictive planning.
Region-level analysis takes MMX a step further by revealing how channel performance, efficiency, and marginal lift vary across different geographies. What appears effective in a global rollup can look very different when viewed through a local lens, where buyer behavior, competitive dynamics, and macroeconomic conditions shape outcomes in unique ways. RevSure’s region-level MMX brings these nuances into focus, allowing teams to uncover hidden growth pockets, correct over-investment, and redirect spend toward the markets that truly convert. With a clearer understanding of how each geography contributes to pipeline and revenue, leaders can move from blended assumptions to precise, regionally grounded decisions.

In this session, Ram Arunachalam, VP of AI Product Solutions & Strategy at RevSure, unpacks why Marketing Mix Modeling is emerging as the central layer of modern B2B attribution. He breaks down how MMX measures true incremental impact across paid, organic, brand, offline, and upper-funnel channels, capturing signals that touch-based models miss entirely. The session explores long-term and lag effects, cross-channel reinforcement, diminishing returns, and the mechanics that make MMX uniquely suited for complex B2B buying journeys. It also shows how MMX connects with multi-touch attribution, incrementality testing, and forecasting to form a unified, continuously improving attribution and allocation system.
Join us for a live, technical walkthrough of RevSure’s November Product Release. This session breaks down the newest advancements across our Full-Funnel AI platform, from the launch of the MCP Server to major upgrades in attribution, journey intelligence, probability modeling, and AI-powered automation.

What’s Inside the Release:
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Smarter budgets aren’t about spending more; they’re about knowing where every dollar creates lift. With MMX and predictive allocation, modern GTM teams finally have the model they need to make that shift with confidence.

