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Head-to-head · Media Mix Modeling Software

Circana Liquid Mix vs Analytic Partners GPS Enterprise

  • Updated Oct 2026
  • Both researched from official sources
  • 4 checks side by side
Higher score Circana Liquid Mix #2 in Media Mix Modeling Software 9.2/10 Pricing on request ✓ 2 of 3 features Visit Circana
Analytic Partners GPS Enterprise #4 in Media Mix Modeling Software 8.8/10 Pricing on request ✓ 3 of 3 features Visit site

Circana Liquid Mix leads on 0 checks, Analytic Partners GPS Enterprise on 0, and 4 are even. Who comes out ahead on the 4 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreCircana Liquid Mix · 9.2/10
  • Most featuresAnalytic Partners GPS Enterprise · 3 of 3

Circana Liquid Mix scores higher on our rubric for media mix modeling software: 9.2 against 8.8 out of 10; our editors rank them #2 and #4.

Circana Liquid Mix is the better fit for retail teams that need frequent MMM refreshes. Analytic Partners GPS Enterprise is the better fit for enterprise teams needing managed commercial analytics.

  • Circana Liquid Mix fits best

    Retail teams that need frequent MMM refreshes

  • Analytic Partners GPS Enterprise fits best

    Enterprise teams needing managed commercial analytics

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. How we rank.

Side by side

Feature Circana Liquid Mix 9.2/10 Visit ↗ Analytic Partners GPS Enterprise 8.8/10 Visit ↗
At a glance
Editor score 9.2 8.8
Ranking #2 in Media Mix Modeling Software #4 in Media Mix Modeling Software
Best for Retail teams that need frequent MMM refreshes Enterprise teams needing managed commercial analytics
Pricing model Paid Paid
Starting price Pricing on request Pricing on request
Free plan Not checked yet —
Free trial — —
Deployment Cloud Cloud
Platforms Web Web
Support Docs Email, Phone
Built for Small business, Mid-market, Enterprise Enterprise
Features Circana Liquid Mix 2/3 · Analytic Partners GPS Enterprise 3/3
Budget optimization ✓ ✓
Incrementality analysis ✓ ✓
Managed modeling Not checked yet ✓ (best)
Specs
Modeling approach Bayesian Not checked yet
Model refresh Continuous Continuous
Data connectors Not checked yet Not checked yet
Our review
Pros
  • Estimates incremental impact by marketing channel and tactic
  • Combines marketing, sales, and media data with Circana POS and market signals
  • Automates model generation and refreshes models daily
  • Combines always-on forecasting, scenarios and budget optimization.
  • Models marketing alongside pricing, promotions, competition and macroeconomics.
  • Includes incrementality testing and continuous data refresh.
Cons
  • Pricing requires contacting sales
  • Support is listed through documentation
  • The Bayesian approach applies to the Meridian framework, not necessarily every option
  • Requires sales contact for pricing; there is no free plan.
  • Managed enterprise focus may not suit smaller teams seeking self-service.
  • Cloud deployment is the only listed platform option.
Our verdict

Circana Liquid Mix is a cloud-based, self-serve marketing mix modeling platform for marketing analytics teams that want to assess channel contribution, explore budget changes, and forecast outcomes. It combines customer marketing, sales,…

Read the review →

Analytic Partners GPS Enterprise is a cloud-based, managed commercial analytics platform for large brands and enterprise decision-makers. It brings marketing mix measurement together with broader commercial drivers, helping teams assess…

Read the review →
  1. Circana Liquid MixMedia Mix Modeling Software 9.2Pricing on request
  2. Analytic Partners GPS EnterpriseMedia Mix Modeling Software 8.8Pricing on request

Strengths and trade-offs

  • Circana Liquid Mix — where it wins

    • Estimates incremental impact by marketing channel and tactic
    • Combines marketing, sales, and media data with Circana POS and market signals
    • Automates model generation and refreshes models daily

    Where it doesn't

    • Pricing requires contacting sales
    • Support is listed through documentation
    • The Bayesian approach applies to the Meridian framework, not necessarily every option

  • Analytic Partners GPS Enterprise — where it wins

    • Combines always-on forecasting, scenarios and budget optimization.
    • Models marketing alongside pricing, promotions, competition and macroeconomics.
    • Includes incrementality testing and continuous data refresh.

    Where it doesn't

    • Requires sales contact for pricing; there is no free plan.
    • Managed enterprise focus may not suit smaller teams seeking self-service.
    • Cloud deployment is the only listed platform option.
  • Circana Liquid Mix9.2/10 · Pricing on request

    A retail-informed MMM tool for channel impact, budget scenarios, and forecasts.

    Visit CircanaFull verdict →
  • Analytic Partners GPS Enterprise8.8/10 · Pricing on request

    A managed analytics platform for enterprise teams linking marketing and commercial drivers to decisions.

    Visit siteFull verdict →

More comparisons

All media mix modeling software comparisons → · Full ranking →

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update