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Odins vs Alviss AI

Alviss AI is a Bayesian modeling platform from Copenhagen, with self-service, hybrid and full-service options and published prices. Both platforms are Bayesian, so the method is common ground. Here is what Alviss does well, and where the two differ.

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
Alviss AI
What it is
OdinsA managed marketing investment platform: data, model, recommendations and a team behind them
Alviss AIA SaaS platform for measuring commercial activities across media, events, pricing and sales channels, developed by Desupervised
Methodology
OdinsBayesian MMM, one model per market, priors set with your team
Alviss AIBayesian probabilistic modeling with business knowledge as priors and hierarchical pooling, per their methodology page
Scope
OdinsBudget size and allocation across online and offline media, with business drivers in the model
Alviss AISeveral outcomes in one model, such as sales, new customers, churn and brand, plus demand forecasting and customer experience use cases
Service model
OdinsFully managed: integration, model build and maintenance, and a person reviews every recommendation
Alviss AISelf Service, Hybrid Service or Full Service, where Alviss builds and operates the models
Cadence
OdinsData flows in daily, monthly retrain and reviewed recommendation; scenarios and forecasts any time
Alviss AIDaily MMM models, per their agency page; update cadence not stated elsewhere
Uncertainty
OdinsConfidence ranges on every recommendation
Alviss AIProbability distributions and uncertainty estimates on forecasts
Verification
OdinsForecasts stored before actuals arrive, checked at each monthly retrain, visible in the platform
Alviss AIModeling data and statistics fully transparent, per their in-housed MMM page
Cost
OdinsSubscription priced for the budget it optimizes, team included
Alviss AIPublished monthly fees from EUR 1,250 (Bronze) to EUR 2,950 (Gold), with training and consulting days included
Time to value
OdinsFirst verified model in 4 to 6 weeks from kickoff, data collection and structuring included
Alviss AIOnboarding timeline not stated; managed onboarding offered

Alviss AI facts: alviss.io home, methodology, features, services, pricing, agency and about pages, read October 2026.

The honest read

Credit first: Alviss takes uncertainty seriously.

Alviss builds on Bayesian inference and says so plainly, with priors from business knowledge and probability distributions on the output. It also publishes its prices.

  • Bayesian modeling with hierarchical pooling, built for sparse data, per their methodology page
  • Several commercial outcomes in one model, from sales and new customers to churn and brand
  • A clear path from full service to self-service, with training days in every package
  • Published monthly prices, from EUR 1,250
The difference

A Bayesian model, run for the budget decision.

Both are Bayesian, so the method is common ground. Alviss is a modeling platform for many business questions, run by your team or theirs. Odins is built for one question, how much to spend on marketing and where, with the data work, the model and a monthly reviewed recommendation handled by our team, on data that flows in daily.

  • Priors set with your team in 2 to 3 working sessions, from spend history, digital saturation signals and structured interviews
  • Data collection and structuring included, from the ad platforms to TV, radio, OOH and print, with pricing and promotions in the same model
  • Forecasts stored before actuals arrive and checked at every monthly retrain, on data that flows in daily
  • A person reviews every recommendation, a structured test is proposed when a channel is uncertain, and scenarios and forecasts are yours 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 platforms are Bayesian and both report uncertainty. The fit depends on how many questions you want to model, and who runs the model.

Choose Alviss AI if

  • You want one platform for several questions: marketing, churn, demand forecasting and customer experience
  • Your analysts want to build models themselves, with a route from full service to self-service
  • You are an agency that wants to offer MMM to your own clients

Choose Odins if

  • The budget decision comes first: how much to spend, and the split across online and offline media
  • You want the data work, the model and a reviewed recommendation handled for you every month
  • You want forecasts checked against actuals at every retrain, with the record visible in the platform

The honest overlap

Methodologically we are close: both Bayesian, both use priors from business knowledge, both show uncertainty. The difference is what surrounds the model. Ask each to walk through one budget recommendation from raw data to decision, priors and verification included.

FAQ

Frequently asked questions.

Is Alviss AI a marketing mix modeling platform?

Yes, among other things. Alviss models media, pricing, events and sales channels, and offers in-housed MMM with self-service, hybrid and full-service options. Its platform also covers demand forecasting, churn and customer experience. Odins is built around marketing mix modeling for budget size and allocation.

Alviss AI and Odins are both Bayesian. What is the difference?

The method is common ground: both use priors and report uncertainty. The difference is the work around the model. Odins sets priors with your team in 2 to 3 working sessions, collects and structures the data, retrains monthly on data that flows in daily, checks each retrain against stored forecasts and has a person review every recommendation. Between retrains, you run scenarios and forecasts yourself, any time.

How much does Alviss AI cost?

Alviss publishes monthly software fees: Bronze at EUR 1,250, Silver at EUR 2,100 and Gold at EUR 2,950, each with training and consulting days. Odins is a subscription priced for the budget it optimizes, for companies with a marketing budget from EUR 1M to several hundred million a year, with the team included and no data science hires needed.

Can our own team run scenarios in Odins?

Your team runs scenarios and forecasts itself, any time, in the platform or from Claude via the Odins MCP. Our team handles the data, the model and the review of each recommendation, so you need no data science hires.

Does Odins include offline media like TV and radio?

Yes. TV, radio, OOH and print sit in the same model as digital, next to pricing and promotions, and our team collects and structures that data as part of the subscription.

What are the best alternatives to Alviss AI?

It depends on what you need from the model. We compared five options, with sources and who each one fits, on a separate page: the best Alviss AI 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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