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Evaluation report

WFP Mali evaluation: AI-assisted qualitative analysis of 47 interviews and 22 focus groups

A decentralized evaluation for the World Food Programme in Mali, conducted by an independent six-person team, named Evidano in its data analysis methods. See how AI-assisted qualitative analysis was used inside a real UN evaluation workflow.

The study used Evidano, then published as AILYZE.

47
Key informant interviews
22
Focus group discussions with 210 participants, 112 of them women
400
Household surveys in the quantitative strand
7
Evaluation questions under OECD-DAC criteria

The publication

The decentralized evaluation, commissioned by the WFP Mali Country Office and carried out by the consultancy i-APS, assessed an integrated resilience package across 20 priority communes in Mali, covering 2018 to 2024. Data collection ran from March to April 2025 and the final report, in French, is dated December 2025.

The evaluation combined qualitative and quantitative methods across seven evaluation questions, applying WFP and United Nations Evaluation Group ethical standards, with women-only focus groups and a 400-household survey analysed in SPSS.

Disclosed, not hidden

The use of Evidano was named directly in the report’s data analysis methods, alongside the team’s coding system and a codebook built in Taguette. This reflects the kind of transparent, citable AI use that holds up to methodological scrutiny.

How Evidano fit the workflow

The publication describes a content analysis workflow built around themes, sub-themes, and a researcher-built codebook.

  1. 1
    Raw qualitative data

    Interviews, focus groups, and written interview notes.

  2. 2
    Coding and structuring

    A codebook built in Taguette organized transcripts into themes and sub-themes, including gender questions.

  3. 3
    AI-assisted analysis with Evidano

    The team’s interview notes were analyzed using Evidano as part of the qualitative process.

  4. 4
    Triangulated findings

    Qualitative insight was triangulated with survey data to strengthen the reliability of conclusions.

“The evaluation team wrote interview notes, which were also analyzed using the AILYZE analysis software.”
— From the publication, data analysis section (translated from the original French). AILYZE is now Evidano.
“Par ailleurs, l’EE a rédigé des notes d’entretien, lesquelles ont également été analysées à l’aide du logiciel d’analyse AILYZE.”
— From the publication, section 1.4.6, Analyse des données (original French)
“La triangulation entre sources de données et méthodes de collecte a été systématisée tout au long du processus, afin de renforcer la fiabilité des conclusions.”
— From the publication, section 1.4.6 (original French): triangulation across data sources and methods was systematic throughout, to strengthen the reliability of conclusions

Why researchers look at this

Manual only

Notes and transcripts coded by hand. Slow to compare across many interviews and groups. Hard to trace each theme back to evidence quickly.

With Evidano

Themes and codes surfaced faster across large qualitative datasets, with researchers reviewing and interpreting the output and the tool named transparently in the methods.

Structure complex data

Move interviews, focus groups, and notes toward themes and codes.

Work across languages

Transcription and translation in 100+ languages for multilingual fieldwork. This evaluation was conducted and reported in French.

Keep researchers in control

Use your own codebook and review every output. AI assists; you decide.

Built for sensitive data

End-to-end encryption, no third-party data sharing, no use of your data for AI training.

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.