What the study analyzed
Bilingual interviews, around 45 minutes each, analyzed with thematic analysis (Braun & Clarke, 2006).
How Evidano fit the workflow
AI-assisted first pass, human-verified outcome
- 1Transcribe interviews
Ten recorded, in-depth interviews transcribed for analysis.
- 2Identify initial themes with Evidano
The publication reports the tool was used to quickly sift the data and surface initial themes.
- 3Refine and verify by hand
The study describes refining the initial output through manual thematic analysis to verify the themes.
- 4Publish, with the tool disclosed
Evidano (published as AILYZE) is named in the Method section, with a link, in an open-access Elsevier journal.
“AILYZE was employed to quickly sift through the data, using its algorithmic capabilities to identify initial themes.”
“The first step involved identifying the themes using a combination of AILYZE and manual thematic analysis.”
Two ways to reach your themes
Read every transcript before any theme emerges. Slow first pass across long, bilingual data. Themes surface only after repeated manual rounds.
Rapid first-pass theme identification. Researchers refine and verify by hand. A faster route from transcripts to verified themes.
Used in the study to quickly sift interview data and surface initial themes.
Researchers refined and verified the AI-assisted output through manual analysis.
Named in the Method section of an open-access Elsevier journal.
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
Researchers at Oxford and Melbourne used AI to analyse their interview data
Evidano helped analyse interview transcripts in a peer-reviewed study, then was checked against manual coding.
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.
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

Researchers are now using AI to cross-check qualitative analysis
Inside a Springer-published University of Glasgow study that used Evidano to triangulate its thematic analysis.
16 semi-structured interviews
Springer LNBIP 578 (XP 2026)
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.
