What the study analysed
The mixed methods study examined pre-service teachers in Norwegian teacher education. Researchers surveyed 209 participants and interviewed 11 of them, with interviews running up to 50 minutes each. The qualitative phase used inductive thematic analysis (Braun & Clarke, 2006). This is the kind of rich, unstructured interview data that qualitative researchers and evaluators work with every day.
AI use was disclosed openly
The authors named Evidano in both the Methods and the Acknowledgements. A transparent, citable, auditable workflow that holds up to peer review.
How Evidano fit the workflow
As described in the study's methods, alongside human researchers.
- 1Interviews transcribed and anonymised
Transcripts were corrected against the audio and identifying details were removed.
- 2Two researchers coded the transcripts manually
Inter-rater agreement between the two human coders exceeded 90%.
- 3Evidano analysed the same anonymised transcripts
A second analytic pass over the interview data.
- 4Results compared for triangulation and validation
The team checked Evidano's results against the manual analysis. Human judgement stayed central.
“The anonymised interview transcriptions were further analysed using the AI tool Evidano.”
“The research team compared the results from Evidano with those obtained from the initial manual analysis of the interviews for triangulation and validation purposes.”
A second pair of eyes on your data
Coding interviews by hand is slow. A single analytic pass can leave themes unconfirmed and findings harder to cross-check.
Add a fast second analysis you can compare against your own coding for triangulation, exactly as the study describes.
Made for transcripts, focus groups, and open-ended responses.
Work with your own codebook or an AI-suggested one.
Clickable quotes, citations, and exportable insights.
A research assistant that supports your judgement, not a replacement for 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.
Run the first pass in days, not weeks
Keep the judgment with you. Let Evidano do the heavy lifting on your interviews, focus groups, open-ended responses, and documents.
More case studies
A Stanford-led study used AI to cross-check its qualitative coding
A published mixed-methods study uploaded deidentified transcripts into Evidano to cross-check themes. Every AI code was reviewed by the researcher.
Researchers used AI for qualitative analysis. Human experts reached the same conclusions.
A published Cornell study used Evidano (previously AILYZE) for thematic analysis, and human experts reached the same conclusions.
A William & Mary research team used Evidano (previously AILYZE) to analyze 3,443 participants’ open-ended responses
AI-assisted thematic analysis, verified by human researchers, in a published Mensa Foundation report.
Related published evidence
Researcher interviews and published citations covering comparable studies.
- Published research2026

A Braun & Clarke thematic analysis, AI-assisted and verified by researchers
Published in Frontiers in Education (2026): encrypted data, human-verified themes, and a transparent AI coding workflow.
9 Teachers interviewed
Frontiers in Education
- Published research2026

A University of Split thesis used AI to triangulate its thematic coding
Initial thematic coding was processed through Evidano to support analytic triangulation, then reviewed and verified by the authors.
8 in-depth interviews
Croatian Digital Theses Repository (ZIR)
- Published research2026

A Journal of Experimental Criminology study triangulated its themes with Evidano
A peer-reviewed criminology study analysed its open-ended responses by hand, then used Evidano to triangulate the findings and surface oversights.
303 respondents in the conjoint survey
Journal of Experimental Criminology (Springer)
Explore more evidence
Researcher interviews, the wording authors published when citing Evidano, and accuracy comparisons against manual coding.
- Resource
Research spotlights: researchers in their own words
Interviews with researchers at leading universities and institutes about how they actually used Evidano in work they went on to publish.
- Resource
How Evidano was used, in published methods sections
Verbatim excerpts from 20 published studies describing what Evidano did in their analysis — as a thought partner, a second coder, for initial coding, or for synthesis.
- Resource
Methodology guides and research writing
Practical guides to qualitative methods — thematic analysis, grounded theory, evidence synthesis and more — alongside the wider Evidano article library.
- Resource
Human vs AI: validated accuracy benchmarks
Three head-to-head comparisons against expert human analysis — 371 interview transcripts with Arizona State and Penn State, 298 evaluation reports for a UN evaluation group, and UNICEF’s manual-coding review.
