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DIGITAL TWINS

Atani

Atani.ai: offers research using AI twins instantiated from individual interview data.

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PRODUCT PROFILE

About this product

Atani documents a research offering built around individual 'True Twins': models instantiated from a recruited respondent's interview and profile data. It presents surveys, stimulus tests and group discussion formats for directional research, through either a managed service or a platform workflow.

Product details

Information from the company's product materials.

Primary category
Digital twins

The provider describes individual models based on recruited respondents rather than a single averaged persona.

Atani True Twins: platform, panel and validation overview

Offering
Platform and services

Atani documents both managed research, from brief through report, and direct platform access for frequent research teams.

Atani True Twins: platform, panel and validation overview

Documented panel
Serbia

The provider identifies Serbia as its live panel and says it is expanding market by market.

Atani True Twins: platform, panel and validation overview

Access
Supplier engagement

The supplier directs prospective users to start a project or book a demo; public self-service pricing is not listed on the reviewed page.

Atani True Twins: platform, panel and validation overview

Research methods and outputs

Methods described by the company.

  • Surveys, concepts and group discussion

    Atani describes questionnaires, concept and campaign-stimulus testing, and group formats in which individual twins can respond to one another across rounds.

    Atani True Twins: platform, panel and validation overview

  • Managed study workflow

    For full-service work, the supplier describes an approved research design, questionnaire and analysis plan before its twins respond, followed by quantitative outputs, qualitative findings and a report.

    Atani True Twins: platform, panel and validation overview

  • Parallel stimulus comparison

    A published framing case study used three separate twin panels for three versions of a stimulus, with closed and open questions analyzed across the groups.

    Atani FMCG product-launch case study

Data and study setup

Data and settings the company says teams can choose.

Reported results

Results reported by the company, with details about how they were tested.

Provider-reported response comparison

Atani reports a mean absolute error of 0.40 on a 1-5 scale, a structural-similarity correlation of 0.91, and 90%+ accuracy for its True Twins. It describes these as validation against responses from the people represented by the models.

These are supplier-reported metrics. The public overview does not provide a full validation protocol, the underlying human reference data, task-by-task error results, or an independent study report needed to generalize the figures across audiences or decisions.

Atani True Twins: platform, panel and validation overview

Published pre-launch case scope

In an FMCG case study, Atani describes 300 in-depth twin interviews across four Serbian regions for a product and pricing diagnostic before launch.

The case is a supplier-published example. Its stated-acceptance findings and the study design are specific to that product, panel and stimulus rather than an independent benchmark of all research uses.

Atani FMCG product-launch case study

Study limits

  • Panel and decision boundaries remain material

    The provider documents a live Serbian panel rather than a universal population. Relevance depends on the match between the decision, stimulus and the particular panel available for the study.

    Atani True Twins: platform, panel and validation overview

  • Pre-launch responses are not market outcomes

    Atani's published FMCG case presents a pre-launch diagnostic. The case itself distinguishes stated attitudes and intended purchase behavior from a population estimate or realized in-market result.

    Atani FMCG product-launch case study

Sources

  1. Atani True Twins: platform, panel and validation overview · Provider platform and validation overview
  2. Atani FMCG product-launch case study · Provider case-study methodology and scope

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