KH Coder suits researchers and analysts working with qualitative text who want quantitative methods and visual analysis.
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Best Text Analysis Software 2026
Facts read 20 Sep 2026 – 15 Oct 2026
Written-content tools can identify signals such as sentiment, topics, entities, and language coverage. Use this list to compare tools for text work across web, desktop, APIs, and self-hosted setups.
The standings: top 10
| Name | In a line | Record score | Price from | Try it free | Runs on | Facts read |
|---|---|---|---|---|---|---|
| 01 KH Coder | KH Coder suits researchers and analysts working with qualitative text who want quantitative methods and visual analysis. | 5.8 | ¥18,480 a year | Free plan | Windows, Mac, Linux, Self-hosted | 15 Oct 2026 |
| 02 Quirkos | It suits researchers across disciplines working with qualitative text data. | 5.8 | $5 a month, billed yearly | Free trial | Android, iPhone & iPad, Web, Windows | 29 Sep 2026 |
| 03 CATMA | CATMA suits researchers working on qualitative text studies, particularly literary studies, who want annotation and visualization tools. | 5.6 | Free plan | Free plan | Web, Windows, Mac, Linux | 15 Oct 2026 |
| 04 webQDA | webQDA suits academic researchers, postgraduate students, and professionals analyzing qualitative material. | 5.3 | €52 one-time | Free trial | Android, iPhone & iPad, Web | 9 Oct 2026 |
| 05 Dedoose | 5.1 | — | Free trial | Windows, Mac, Linux | 8 Oct 2026 | |
| 06 Transana | Transana suits researchers and teams analyzing multimedia or text-based qualitative data. | 5.1 | $360 a year | Free trial | Windows, Mac | 9 Oct 2026 |
| 07 MAXQDA | It suits researchers working with qualitative or mixed methods data, including interviews, questionnaires, and focus groups. | 5.0 | $41 a month | Free trial | Web, Windows, Mac, Browser extension | 15 Oct 2026 |
| 08 Taguette | Taguette suits researchers who need to code documents and export highlights or project materials. | 4.8 | Free plan | Free plan | Web, Windows, Mac, Linux | 4 Oct 2026 |
| 09 Voyant Tools | Voyant Tools suits digital humanities students and scholars, as well as members of the general public who want to explore digital texts. | 4.8 | Free plan | Free plan | Web, Windows, Mac, Linux | 5 Oct 2026 |
| 10 Azure AI Speech | 4.5 | Free plan | Free plan | Web, API, Self-hosted | 11 Oct 2026 |
The list is ordered by newest releases first. Use makers' published figures to weigh free access, paid starting points, analysis capabilities, input types, export options, and supported languages.
Quirkos
It suits researchers across disciplines working with qualitative text data.
AndroidiPhone & iPadWeb+3CATMA
CATMA suits researchers working on qualitative text studies, particularly literary studies, who want annotation and visualization tools.
WebWindowsMac+3webQDA
webQDA suits academic researchers, postgraduate students, and professionals analyzing qualitative material.
AndroidiPhone & iPadWebDedoose
WindowsMacLinuxTransana suits researchers and teams analyzing multimedia or text-based qualitative data.
It suits researchers working with qualitative or mixed methods data, including interviews, questionnaires, and focus groups.
Taguette suits researchers who need to code documents and export highlights or project materials.
Voyant Tools suits digital humanities students and scholars, as well as members of the general public who want to explore digital texts.
Chattermill suits enterprise CX, product, insights, and customer support teams that need to analyze feedback from multiple channels.
Before you choose
Choose where you will work
Look for availability on the web, macOS, Windows, Linux, through an API, or in a self-hosted deployment. Match that option to your workflow and deployment needs.
Separate free access from trials
A free plan and a free trial are different offers. Compare the listed free access, trial period, and paid starting price before choosing a tool.
Match the analysis features
Look at whether each tool provides sentiment analysis, topic modeling, and entity extraction. Choose the set that addresses the questions you need to answer from text.
Check language and input coverage
Supported languages can affect whether a tool fits your material. Before settling on a workflow, examine which text sources the software accepts.
Plan for exports and code
Compare export formats so results can move into your next system. For code access or changes, review the tool's licence and any self-hosted option.