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Audience simulation

Aaru

Behavior simulation

Population simulations for product, pricing, messaging and strategic decisions.

Product category

Audience simulation

Use cases

Concept testing / Scenario planning

Data grounding

Aaru describes populations grounded in demographic, behavioral and outcomes data.

Access & pricing

Contact sales. Discuss scope with provider.

Research method

Scenario simulation

The documented workflow applies trained relationships to a new price, message, product or policy rather than extending historical frequencies directly.

Aaru: Simulation and validation overview

Population distributions, not individual forecasts

Aaru describes estimating how responses change across a population under stated conditions. It distinguishes this from predicting a named person's next action.

Aaru: Simulation and validation overview

Validation evidence

Global Wealth Study recreation

Aaru reports that EY asked it to recreate the 2025 Global Wealth Study in a blinded exercise covering 3,600 affluent investors in more than 30 markets. Aaru reports a median Spearman correlation of 0.90 for that exercise.

This is a result reported on Aaru's own site. It is a scoped comparison, not evidence that performance transfers unchanged to every audience, market or intervention.

Aaru: Simulation and validation overview

Documented scope

Do not read the model as an individual forecast

Aaru states that individual behavior includes chance and circumstances a profile does not observe. Its stated output is a distribution of possible behavior under defined conditions.

Aaru: Simulation and validation overview

Validation is decision-specific

Aaru says results from broad evaluations may not extend to a particular market, audience or intervention. Its documentation treats evidence gaps as part of the report rather than a general accuracy claim.

Aaru: Simulation and validation overview

Method and evidence sources

  1. Aaru: Simulation and validation overview · Provider methodology and validation overview

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