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AI vendor transparency index

Retorio: documentation transparency entry

What Retorio publishes about the validity and fairness of its scores, assessed against eight criteria covering published documentation only.

Headquarters: Munich, Germany
Assessed: AI behavioural analysis from video, positioned for coaching and training.
Rubric: version 1. Search protocol applied and all sources accessed: 2026-09-22.

Documented 0, partial 4, absent 4, of eight criteria. This records what is published about the validity and fairness of the scores. It is not an assessment of the product, the model or the underlying science.

D 0% P 50% A 50%
#CriterionLevel
C1Technical manual or validity report publicly available without a sales conversationP
C2Validity coefficients reported with sample size and uncertaintyA
C3Adverse impact reported by named subgroupP
C4Scored construct named and defined, not described only by outcomeP
C5Evidence of comparability across languages, versions or delivery modesA
C6Human oversight documented, with a candidate route to contest a scoreP
C7Independent review named and the reviewer identifiedA
C8Reliability reported, and reported by groupA

C1. Technical manual or validity report publicly available without a sales conversation

Partial.

"To dive deeper, read our whitepaper – We believe in science and transparency", with "Download whitepaper" and "Download now" calls to action routing to an email-capture form.

Source: https://www.retorio.com/en/scienceai (accessed 2026-09-22).

The document requires contact details and was not read.

C2. Validity coefficients reported with sample size and uncertainty

Absent.

No public source was found for this criterion by the search protocol.

Pages examined include https://www.retorio.com/en/scienceai (accessed 2026-09-22).

The figures reported are detection accuracy for facial and verbal features, not criterion-related validity.

C3. Adverse impact reported by named subgroup

Partial.

"Our AI has been debiased and tested on global datasets, incl. the UCLA Fairface dataset"

Source: https://www.retorio.com/en/ethical-data (accessed 2026-09-22).

A named external dataset is used for bias testing. No selection rate, impact ratio or subgroup result is published.

C4. Scored construct named and defined, not described only by outcome

Partial.

"Behavioral Intelligence", described as analysing "facial expressions, gestures, tone of voice, and even language".

Source: https://www.retorio.com/en/scienceai (accessed 2026-09-22).

A proprietary construct name, with a description of the inputs rather than a definition.

C5. Evidence of comparability across languages, versions or delivery modes

Absent.

No public source was found for this criterion by the search protocol.

Pages examined include https://www.retorio.com/en/scienceai (accessed 2026-09-22).

C6. Human oversight documented, with a candidate route to contest a score

Partial.

"Automated individual decisions about whether or not an application should be considered are not possible … the human still has the authority to make decisions."

Source: https://www.retorio.com/en/ethical-data (accessed 2026-09-22).

No route to query or contest a score is described.

C7. Independent review named and the reviewer identified

Absent.

No public source was found for this criterion by the search protocol.

Pages examined include https://www.retorio.com/en/ethical-data (accessed 2026-09-22).

The reference is to data sources rather than to a review of the system.

C8. Reliability reported, and reported by group

Absent.

No public source was found for this criterion by the search protocol.

Pages examined include https://www.retorio.com/en/scienceai (accessed 2026-09-22).


Absent records the outcome of the published search protocol on 2026-09-22. Where a source is supplied that the search did not reach, the cell is re-scored under the corrections policy, with the date of the change recorded and the previous level retained.

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