An exploratory mixed-methods design
The authors used an exploratory mixed-methods design, pairing a public survey with a recorded focus group. The qualitative focus group data was interpreted through thematic analysis, the step the publication reports Evidano assisted with.
How Evidano fit the workflow
- 1The focus group discussion was recorded and prepared for analysis.
- 2Evidano assisted the thematic analysis of that qualitative data.
- 3Nine themes were identified, from sustainability and cost to clarity and labelling.
- 4The authors supervised and validated the work, keeping human judgment in control.
“AILYZE AI qualitative data analysis software was used to assist with thematic analysis, helping to mitigate any unintentional bias during the focus group data interpretation.”
AI use was declared openly in the publication, not hidden.
Published by Cambridge University Press with open peer review.
Authors supervised and validated the analysis. AI assisted, it did not replace.
The study reports using Evidano (previously AILYZE) to help mitigate unintentional bias in interpretation.
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.
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AI-assisted qualitative analysis, now in published research
Sentiment analysis on focus group transcripts, with researcher oversight throughout. See how it worked.
6 Focus group discussions
PLOS Neglected Tropical Diseases
- Published research2025

AI-assisted qualitative analysis is now appearing in published, peer-reviewed research.
A peer-reviewed Elsevier study paired manual coding with AI-assisted analysis.
34 in-depth interviews
Social Sciences & Humanities Open (Elsevier)
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.
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Methodology guides and research writing
Practical guides to qualitative methods — thematic analysis, grounded theory, evidence synthesis and more — alongside the wider Evidano article library.
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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.
