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Odins vs Cassandra

Cassandra pairs Bayesian marketing mix modeling with geo tests and AI that can act in your ad accounts. Here is how it compares with Odins: what Cassandra genuinely does well, and where the two differ on priors, offline media and how a recommendation reaches your budget.

Reviewed October 2026 · sources cited on this page

At a glance

Side by side.

The short version of the whole page. Details and sources below.

Odins
Cassandra
What it is
OdinsA managed marketing investment platform: data, model, recommendations and a team behind them
CassandraAn AI marketing platform: causal measurement, forecasting and budget allocation, ad management, creative production and reporting
Methodology
OdinsBayesian MMM end to end, priors set with your team, saturation curves that shift over time
CassandraBayesian MMM calibrated with live tests, per their MMM page; how priors are set is not described publicly
Cadence
OdinsDaily data flow, monthly retrain and reviewed recommendation; scenarios and forecasts any time
CassandraReads every channel daily, refreshes the MMM monthly and checks results against the plan seven days after a change
Offline and drivers
OdinsTV, radio, OOH and print plus pricing and promotions in the same model
CassandraLists TV, radio and events as offline sources and product prices as context; says offline media can be measured, but how it enters the model is not described
Tests
OdinsResults from your lift and geo tests taken into the model; structured tests, pulse tests in particular, proposed where the model is uncertain
CassandraGeo incrementality tests run in the platform: up to 5 a year on the entry plan, more on higher plans
Activation
OdinsBudget size and allocation; bidding stays with the ad platforms
CassandraApplies changes in your ad accounts, with your approval or automatically by rules you set
Service model
OdinsFully managed: our team builds and maintains the model, and a person reviews every recommendation before you see it
CassandraSelf-serve, Guided and Managed plans; Managed adds a forward deployed marketer each week, Enterprise adds a data scientist
Verification
OdinsForecasts stored before actuals arrive, checked at each monthly retrain, visible in the platform
CassandraResults checked against the plan seven days after changes are applied
Cost
OdinsSubscription priced for the budget it optimizes, team included
CassandraPublished: 0.6% of annual media spend up to EUR 20M and 0.25% from EUR 20M to 50M, from EUR 3,000 a month, six-month minimum on standard plans
Time to value
OdinsFirst verified model in 4 to 6 weeks from kickoff, data collection and structuring included
CassandraSelf-guided onboarding, or six weeks guided by a Cassandra marketer on the Guided plan

Cassandra facts: cassandra.app home, platform, marketing mix model, pricing and about pages, read October 2026. Cassandra does not describe how its priors are set.

The honest read

Credit first: Cassandra made MMM something a growth team runs.

Cassandra built measurement for the people who move the budget every week. Published pricing, geo tests in every plan and a loop from model to ad account are real strengths.

  • Bayesian MMM calibrated with live geo tests, with the tests run in the same product
  • Pricing published openly and tied to media spend, so a buyer can size the cost before the first call
  • A closed loop: a budget plan applied in the ad accounts on approval, then checked against the plan seven days later
  • A choice of service levels, from self-serve to a forward deployed marketer and a data scientist
The difference

The budget decision, modeled with what your team knows.

Cassandra leads with speed from model to ad account. Odins puts the weight on the budget decision: priors set with your team, offline media and business drivers inside one Bayesian model per market, and a person reviewing every recommendation before it reaches you.

  • Priors set in 2 to 3 working sessions from your spend history, digital saturation signals and structured interviews, which matters most in markets with one national weekly series
  • TV, radio, OOH and print in the same model as digital, next to pricing and promotions
  • Every recommendation reviewed by a person before you see it, covering total budget size as well as the split between channels
  • Data flows in daily, forecasts are stored before actuals arrive and checked at each monthly retrain, and scenarios and forecasts are yours to run any time, in the platform or from Claude via 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.

The choice

Who should choose which.

Both run Bayesian MMM and both use tests. The difference is where the work stops: inside your ad accounts, or at the budget decision.

Choose Cassandra if

  • Your media is mostly digital and you want a plan applied in the ad accounts within days
  • Running geo tests yourself is central to how your growth team works
  • You want published, spend-based pricing and the option to start self-serve

Choose Odins if

  • TV, radio, OOH or print carry real budget and belong inside the model with pricing and promotions
  • You sell in markets where one national weekly series makes well-set priors decisive
  • You want a person behind every recommendation and forecasts checked against actuals, with scenarios you run yourself any time

The honest overlap

We overlap more than the categories suggest: both are Bayesian, both use tests, both offer a managed option. Ask each vendor to open the model behind one recommendation and show how the priors were set and how the last forecasts held up.

FAQ

Frequently asked questions.

Is Cassandra a marketing mix model?

Yes, among other things. Cassandra describes Bayesian marketing mix modeling calibrated with live tests, alongside attribution, ad management, creative production and reporting. Odins is a marketing investment platform built around one Bayesian model per market.

How much does Cassandra cost?

Cassandra publishes its pricing: 0.6% of annual media spend up to EUR 20M and 0.25% from EUR 20M to 50M, with plans from EUR 3,000 a month and a six-month minimum commitment on the standard plans, per its pricing page in October 2026. Odins is a subscription priced for the budget it optimizes, with the team included and no data science hires needed.

Cassandra can apply changes in our ad accounts. Why does Odins not?

Applying a plan on approval is useful, and for a team that moves budget every week it may be the main draw. Odins stops at budget size and the split between channels. Inside each channel, the platforms' bidding runs on more real-time signal than any outside model sees, so that part stays with Google, Meta and the rest.

Cassandra has a managed plan too. What is the difference?

The service model differs less than the labels suggest. The difference is in the model: Odins sets priors with your team in working sessions, puts offline media, pricing and promotions in the same model as digital, and stores forecasts before actuals arrive so the record can be checked at each retrain. A person reviews every recommendation before you see it.

Do we need geo tests to use Odins?

No. Results from lift and geo tests you have run are taken into the model. Where the data cannot settle a channel, we propose a structured test, often a pulse test, with the expected cost stated up front. That matters in smaller countries, where there are few regions to hold out.

What are the best alternatives to Cassandra?

It depends on where you want the work to stop. We compared five options, with sources and who each one fits, on a separate page: the best Cassandra alternatives. Odins is on the list, and we say so up front.

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.

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