Thematic Analysis Software

How thematic analysis works in Evidano

1. 1

   Upload your data

   Interview transcripts, focus groups, open-ended survey exports, PDFs, and audio or video for transcription — up to 50+ files per analysis, around 150 pages each, in 100+ languages.

2. 2

   Choose your approach

   Run inductive analysis and let Evidano propose a codebook from the data, or upload your own codes and definitions for deductive, codebook-driven coding. Framings include narrative, grounded theory, phenomenological, discourse, and hierarchical approaches.

3. 3

   Get themes with evidence

   Evidano codes the full dataset and returns themes, code definitions, frequencies, and supporting quotes — each quote clickable back to its exact location in the source file.

4. 4

   Review, refine, and report

   You stay in charge of the analysis: audit codes against quotes, merge or rename themes, compare viewpoints across segments, chat with your data, and export visualizations and reports.

Inductive, deductive, or both — with your codebook in charge

Many AI tools can summarize text; far fewer can follow a researcher’s analytic framework. Evidano supports genuinely deductive work: upload the codebook you already use — codes, definitions, inclusion criteria — and the AI applies it consistently across the whole dataset, showing its evidence for every application. For exploratory work, run an inductive pass first and treat the AI-suggested codebook as a first draft to refine. Read more about AI qualitative coding with your own codebook.

Accuracy you can check, not just claim

Vendors say “accurate”; the useful question is “compared to whom, measured how, and published where.” Evidano’s coding has been compared head-to-head against expert human analysis in independent published work:

• 96% agreement with human coders across 371 interview transcripts, in a peer-reviewed study by Arizona State and Penn State researchers — 13 weeks of manual coding reduced to about 12 hours of processing.
• 92% agreement with human coders across 298 evaluation reports in a UN evaluation synthesis using a realist approach with 132 context-mechanism-outcome configurations.
• 54 hours of manual analysis reduced to about 1 hour in UNICEF’s review of 160 management responses, cross-checked against manual coding.

Across 11 independent studies, the approximate unweighted average accuracy is 94% — a directional benchmark rather than a single metric, since studies report agreement, kappa, and F1 differently. Every study, metric, and source is listed on Human vs AI, and 48 published case studies show the tool disclosed in real research methods sections.

How Evidano compares with other thematic analysis software

Capability summaries reflect each vendor’s public product pages as of August 2026 and simplify necessarily. For sourced, scenario-based numbers, see the pricing comparison and data security comparison, or the full tool-by-tool comparison.

An honest note on AI and reflexive thematic analysis

Not every thematic analysis should be automated. In Braun and Clarke’s reflexive tradition, themes are actively constructed through the researcher’s engagement with the data — a codebook applied mechanically would miss the method’s point. If that is your approach, Evidano is best used the way published studies have used it: as a second coder to cross-check your own analysis, a thought partner for candidate patterns, or a fast first pass you deliberately interrogate. Our guide to reflexive thematic analysis covers where software helps and where it does not — and the methodology directory maps 116 qualitative methods with their key literature.

Frequently asked questions

What is thematic analysis software?

Thematic analysis software helps researchers identify, code, and report patterns of meaning (themes) in qualitative data such as interview transcripts, focus groups, and open-ended survey responses. Traditional packages (often called QDA or CAQDAS software) organize manual coding; AI-native tools like Evidano also perform a first pass of coding themselves — suggesting a codebook, applying codes, and linking every theme to supporting quotes for the researcher to verify.

How is AI-native thematic analysis different from traditional QDA software?

Traditional QDA software is a filing system for codes you create and apply by hand; AI features were retrofitted onto that workflow. Evidano was built AI-first: you upload data, choose an inductive or codebook-driven approach, and receive a coded dataset with themes, definitions, and source-linked quotes in minutes — then spend your time reviewing and refining rather than doing the mechanical first pass.

Can I use my own codebook?

Yes. Evidano supports deductive (codebook-driven) analysis: you provide your existing codes and definitions, and the AI applies them consistently across every transcript, with supporting quotes for each application so you can audit the coding. You can also start inductively and let Evidano propose a codebook, or combine both.

How accurate is Evidano’s AI thematic analysis?

In independent published comparisons, AI-assisted coding with Evidano reached 96% agreement with expert human coders across 371 interview transcripts (Arizona State and Penn State researchers, peer-reviewed) and 92% agreement across 298 UN evaluation reports. Across 11 independent studies, the approximate unweighted average is 94% — a directional figure, since studies report different metrics. See the Human vs AI page for every study and source.

Does it work for interviews in languages other than English?

Yes. Evidano analyzes data in 100+ languages and can transcribe and translate as part of the same workflow, so multilingual studies do not need a separate translation step before coding.

Can I verify the themes the AI produces?

Every theme and code comes with clickable quotes that jump to the exact place in your source files where the evidence sits. That traceability is the point: you can check any claim against the data before it goes into your findings.

Is there a free version?

Yes. Evidano’s free plan is free forever with no expiry and no credit card required; it includes one theme or question per project per analysis type. The Pro plan is USD 50 per user per month.

Will journals accept AI-assisted thematic analysis?

Increasingly, yes — with disclosure. Evidano has been used and disclosed in peer-reviewed research, and our How to Cite page reviews the AI policies of 41 journals across 8 disciplines, with ready-to-adapt methods wording and citation formats in APA, MLA, Chicago, Harvard, and Vancouver.

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