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Alternatives

The best Improvado alternatives for MMM.

Looking past Improvado for marketing mix modeling? If real budget decisions ride on the output, the strongest alternative is Odins: one Bayesian model per market, priors set with your team, every forecast checked against actuals, and the data collection done by our team. Odins is ours, so we say it up front. Four more options follow, sorted by who they fit.

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Reviewed October 2026 · sources cited on this page

The alternatives

Five alternatives, sorted by fit.

Improvado is a marketing data platform, and its MMM is an add-on on the Enterprise plan. This page is about that modeling layer: five ways to get MMM, sorted by who they fit.

  1. Odins

    Managed Bayesian platform That's us

    Best Improvado alternative when budget decisions need one verified model.

    Odins is a managed marketing investment platform. The model and the budget recommendation are the product, and our team collects and structures the data that feeds it, digital and offline, down to the individual TV spot. One Bayesian model per market, priors set with your team, forecasts checked against actuals every month, and a person reviews each recommendation. If you already run Improvado, keep it: we can read from your warehouse or connect to the sources directly. Disclosure: this is our platform.

    Bayesian MMM · Fully managed · Verified monthly Odins vs Improvado

  2. Funnel Measure

    Data hub with measurement

    Best for teams that want a data hub and directional measurement from one vendor.

    A marketing data platform with 500 plus connectors, where Funnel Measure adds MMM, attribution and incrementality testing on the Data Hub. Models update daily on live data, and the three methods cross-validate each other. Funnel does not state its inference method publicly. Pricing on request, on top of the data platform.

    MMM plus MTA · Daily updates · Data hub Odins vs Funnel

  3. Recast

    Advanced specialist

    Best for large, mostly US advertisers with analytics teams and daily data.

    A Bayesian MMM with time-varying parameters, weekly automated refreshes and out-of-sample backtesting. Built for Fortune 500 and large DTC budgets, with enterprise pricing that is not published.

    Bayesian MMM · Managed platform · Weekly refresh Odins vs Recast

  4. Lifesight

    Unified measurement

    Best for global retail, DTC and travel brands that want unified measurement with agent execution.

    Causal MMM, geo-based incrementality testing and attribution in one product, with AI agents that can push changes to the ad platforms within guardrails. Lifesight does not state its inference method publicly. Pricing on request.

    MMM plus experiments · Agentic · Global Odins vs Lifesight

  5. Google Meridian

    Open-source framework

    Best free option for teams with data scientists and geo-level data.

    Google's open-source Bayesian framework, with the strongest budget optimizer of the open options. The license is free. You build the data pipelines, set the priors, and run, validate and maintain the model yourself. A data platform like Improvado covers part of the pipeline work.

    Bayesian framework · Self-hosted · Your team runs it Meridian: build vs buy

Provider facts come from each vendor's own public documentation, read September and October 2026: improvado.io, funnel.io, getrecast.com, lifesight.io and Google's Meridian documentation. Open-source assessment per Runge and Pauwels (2026), SSRN 6317979. Odins is our platform.

At a glance

Which alternative for which need.

Start from what your stack is missing.

Best fit
Why
One verified model for budget decisions, offline included
Best fitOdins
WhyOne Bayesian model per market, run by our team, with the data collection done for you and forecasts checked against actuals every month
Data platform and measurement from one vendor
Best fitFunnel Measure
WhyA data hub with MMM, attribution and incrementality on top, updated daily
Weekly refresh at US enterprise scale
Best fitRecast
WhyTime-varying Bayesian MMM with automated backtesting, built for large budgets and daily data
Unified measurement with agent execution
Best fitLifesight
WhyMMM, geo tests and attribution in one product, with agents that act in the ad platforms
Full control and no license fee
Best fitGoogle Meridian
WhyOpen-source Bayesian framework that your own data scientists build and run

Sources as listed above. Where a vendor does not state something publicly, we left it out.

When to look elsewhere

Four reasons to look for an Improvado alternative for MMM.

Improvado is a strong data platform, and its MMM comes with monthly human tuning. These are the situations where a model-first platform fits better.

  • MMM sits on Improvado's Enterprise plan, and you want the model without the full data plan
  • Offline media is a large share of spend and has to arrive spot by spot
  • You want priors set with your team, especially in markets with thinner data
  • You want every forecast checked against actuals, on top of a good model fit
Why Odins

Keep your data stack. Add the decision layer.

If Improvado already feeds your warehouse and BI, keep it. Odins models the data, verifies the forecasts and hands you a recommendation every month.

  • Our team collects and structures the data, digital and offline, into one dataset that can also flow to your own warehouse
  • Offline spend arrives through a pipeline for media plans and spot reports, set up by our team
  • Priors set in 2 to 3 working sessions, from your spend history, digital saturation signals and structured interviews
  • Budget size and allocation arrive as a reviewed recommendation
  • Forecasts and scenarios on your model from Claude, ChatGPT or Copilot through the Odins MCP

Channel contribution, 80% ranges

from the posterior
Search 14 to 16% optimize
Social 9 to 13% optimize
Display 2 to 9% test first

A tight range is a decision. A wide range is a test plan, with cost boundaries.

FAQ

Frequently asked questions.

What is the best alternative to Improvado for marketing mix modeling?

It depends on what your stack is missing. If budget decisions need one verified model with offline media in it, Odins is the alternative we would point to, and yes, it is ours. For a data hub with measurement on top, look at Funnel Measure. For US enterprise scale, Recast. For unified measurement with agents, Lifesight. With data scientists in-house, Google Meridian.

Is this a list of alternatives to Improvado as a data platform?

Mostly no. This page covers Improvado's marketing mix modeling. Improvado as a data pipeline and reporting platform has other alternatives, and we do not rank them here. Odins does collect and structure marketing data as part of the service, and some customers use that data platform on its own.

Do we have to replace Improvado to use another MMM?

No. Odins can read from the warehouse Improvado loads into, or connect to the sources directly, whichever is cleaner for you. You keep the dashboards your team already relies on.

How is Odins different from Improvado?

Improvado starts from the data: connectors, governance, reporting and an AI agent, with MMM as an Enterprise add-on tuned monthly by its services team. Odins starts from the budget decision: one Bayesian model per market with priors set with you, forecasts checked against actuals, and a reviewed monthly recommendation, with the data collection done by our team. The full side-by-side is on Odins vs Improvado.

Is Improvado's MMM Bayesian?

Their public material does not name the inference method, so we will not put a label on it. It is a fair question to ask any vendor. Our answer: Bayesian end to end, with priors set together with you.

What does an Improvado alternative for MMM cost?

Improvado prices on data volume, and MMM is an add-on on its Enterprise plan, priced on request. Most platforms on this list price on request too, ours included. Odins is a subscription priced for the budget it optimizes, for marketing budgets from EUR 1M to several hundred million a year, with the team included. The open-source frameworks have no license fee and cost staff time instead.

Talk to our team

Marketing spend, modeled like an investment.

A 30-minute walkthrough of the model, the priors and the verification, on your channels.

Book a demo