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University of Glasgow used AI triangulation on a 16-interview thematic analysis

In a University of Glasgow study published open access by Springer (XP 2026), the authors used Evidano to generate an independent thematic overview and triangulate their findings from 16 interviews.

The study used Evidano, then published as AILYZE.

16
semi-structured interviews, about 60 minutes each
6
themes identified
3
synthesised domains
7
countries represented

What the study analysed

The study, Sustaining Agility: How Agile Coaches Ensure Changes Endure, examined how agile coaches help organisations sustain change after their engagements end. It drew on 16 semi-structured interviews with professional agile coaches across six European countries and the United States, co-authored with The Open University and approved by the university’s ethics process.

Transcripts were analysed using Braun and Clarke’s six-phase inductive thematic analysis in NVivo 14. The publication describes Evidano as "an artificial intelligence driven qualitative analysis tool."

A supplementary check, not a replacement

In the study, transcripts were anonymised before upload, AI use was disclosed in the data analysis section, and the human research team made all final decisions about the themes. Where the AI overview overlapped with the manual structure, around building self-sustaining teams and managing post-exit relationships, it increased the team’s confidence in those patterns. Where it suggested additional groupings, the team revisited the data and judged them already captured in subthemes, so the final structure stood.

How Evidano fit the workflow

  1. 1
    Manual analysis first

    The team coded all transcripts using inductive thematic analysis in NVivo 14.

  2. 2
    Anonymised upload

    After manual analysis, anonymised transcripts were uploaded to Evidano.

  3. 3
    Independent overview

    Evidano was configured to generate an independent thematic overview of the dataset.

  4. 4
    Systematic comparison

    The Evidano themes were compared systematically with the manually developed themes.

  5. 5
    Researcher judgment

    Overlaps increased confidence in the patterns. The team discussed differences and kept all final decisions.

“AILYZE was configured to generate an independent thematic overview of the dataset. The AILYZE-generated themes were then compared systematically with the manually developed themes.”
— From the published study, Data Analysis (Obode et al., XP 2026, Springer). AILYZE is now Evidano.
“In several instances, the tool surfaced clusters that overlapped with the existing thematic structure (e.g., around building self sustaining teams or managing post-exit relationships), which increased confidence in these patterns.”
— From the published study, Data Analysis
“AILYZE thus served as a supplementary check and stimulus for reflexive discussion, rather than as a primary analytic tool.”
— From the study's data analysis section

Triangulation, two ways

Manual only

A second coder repeats analysis by hand. Cross-checking the full theme structure is slow and resource heavy.

With Evidano

An independent thematic overview is generated, then compared with your manual themes to corroborate the structure, with you in control.

Independent triangulation

Add an AI-generated thematic overview to cross-check your own coding.

Increased confidence

Overlapping themes corroborate your structure, as reported in the study.

Transparent and disclosable

In the study, AI use was disclosed in the data analysis section.

Researchers stay in control

A supplementary check that supports judgment rather than replacing it.

About Evidano (previously AILYZE)

Evidano is AI-assisted qualitative data analysis software for interviews, focus groups, open-ended survey responses, and documents. It supports AI-assisted thematic analysis with your own or an AI-suggested codebook, transcription and translation in 100+ languages, clickable quotes and citations, and exportable visual reports. End-to-end encryption, no third-party data sharing, and your data is not used to train AI. From USD 50/month for unlimited analysis.

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Keep the judgment with you. Let Evidano do the heavy lifting on your interviews, focus groups, open-ended responses, and documents.