
MAXQDA
NVivo
ATLAS.ti
QualCoder
Dedoose
Quirkos
Taguette
RQDA
Skimle
NVivo
ATLAS.ti
Skimle helps researchers, consultants and analysts turn interviews, reports, and other qualitative data into structured, traceable insights. Upload PDFs, documents, audio, video, and more; it transcribes content, extracts themes, and builds a transparent and editable document ร category tables with verbatim quotes and full export capabilities.
Skimle can be used by consultants (e.g., due diligence), market researchers (e.g., group interview analysis), academics (e.g., thematic analysis), public sector (e.g., policy feedback analysis), legal professionals (e.g., litigation discovery) and other knowledge workers wanting to harness responsible AI to improve the depth and speed of their work.
MAXQDA
SkimleNo features have been listed yet.
Skimle's answer:
Like many others, we got excited by the potential of AI in 2023 and 2024 with the rapid development of LLMs and agentic systems. The hype of magical AI shortly being able to do any task was peaking.
But our personal experiences were painting a different story. Henri was discovering that extracting insights from qualitative data was prone to hallucinations, and even the most sophisticated RAG systems were more akin to search than actual analysis and synthesis of data, and thus useless for many real world applications. Olli was working with agents and AI in large businesses, and saw how few use cases actually worked outside of demos and pilots to provide real impact. Kalle's experience with using AI to speed up customer insight gathering and design was equally disappointing when trying to do anything more complicated.
When helping companies embrace AI and build tools, we discovered the ones that work are based on rigorous expert-designed workflows (not simple LLM wrappers or RAG databases, not broad agents lacking guardrails) combined with keeping the human expert in the driver's seat (not creating AI slop requiring slow manual review and reducing accountability).
Skimle was born in 2025 when the Finnish government wanted a way to reliably assess hundreds of pages of statements to policy proposals. They needed a tool that would be transparent, reliable, rigorous and safe. After developing the first version of Skimle, we realised researchers and academics have equally high standards for a tool to help them in qualitative research. Once Skimle was able to satisfy these two demanding sets of users, we knew it had wider potential. Skimle is built different - combining academic rigour with business applicability. Our unique AI-driven workflow provides more robust answers than simple "AI tools" that are nothing but chat on top of the documents.
With early adopters giving Skimle encouraging feedback, Henri and Olli left their full-time jobs in academia and management consulting, and started working on Skimle full-time in November 2025. Skimle is a start-up based in Helsinki, Finland and funded with private capital as well as Finnish government grants.
Skimle's answer:
Skimle is aimed for experts who need to analyse interview notes, reports, statements, contracts or any other bodies of text to understand common themes. This is a common task for many knowledge workers, and our audiences reflect diverse backgrounds including
The use of QDA software in social science research is so common that many people tend to see QDA software as a tool primarily for social science research. However, applications like MAXQDA are invaluable productivity tools for research analysts in industry or government as well.
Remarkably scalable, MAXQDA employs a database architecture that can handle research projects ranging in size from several dozen pages to tens of thousands of pages. Many projects today involve identifying connections found among information stored in PDF, Powerpoint presentations, Word documents, photos, videos, and audio recordings. MAXQDA allows users to code relevant sections of each document, identify interrelationships among documents, build relationships among diverse sets of documents and identify thematic trends.
MAXQDA features a simple 4 pane interface that makes it easy to use. The Document System- is where you place documents (text, images, video, or sound files) you want to analyse. The Document Browser is where you view the content of the document. The Coding System shows the various codes that you create and assign to documents. The Retrieved Segments Pane shows search results.
NVivo - Buy NVivo now for flexible solutions to meet your specific research and data analysis needs.ย
ATLAS.ti - ATLAS.ti is a powerful workbench for the qualitative analysis of large bodies of textual, graphical, audio and video data. It offers a variety of sophisticated tools for accomplishing the tasks associated with any systematic approach to "soft" data.
QualCoder - A very complete Free and Open Source Software (FOSS) Computer-Assisted Qualitative Data Analysis Software (CAQDAS) for Windows, macOS and Linux. It works with text, images, and multimedia such as audios and videos.
Dedoose - A cross-platform app for analyzing qualitative and mixed methods research with text, photos, audio, videos, spreadsheet data and more.
Quirkos - Quirkos is a simple qualitative analysis software tool that helps to sort, manage and understand text data.ย
Taguette - A spin on the phrase "tag it!