Free and open first
Best Text Analytics Software in 2026
Written material can reveal patterns in sentiment, intent, topics, and entities. The ranked entries begin with Dovetail, DiscoverText, and CallMiner Eureka. Compare analysis sources and deployment options to see what material and setups are covered. Entity extraction, intent detection, sentiment analysis, and topic analysis describe different kinds of findings to consider, while supported languages may matter for the text you work with. Free-plan availability and paid-from pricing add practical cost factors. Relative Insight and Chattermill are among the other early entries.
- 37 apps
- Research read 23 Sept 2026
- How the order is worked out
- 1
CATMA
Free plan Open source APILinuxMac+3CATMA brings collaborative markup, analysis, and export options to qualitative text research.
- 2
KH Coder
Free plan Open source LinuxMacSelf-hosted+1KH Coder covers a broad range of text-analysis methods and can keep results tied to their textual context.
- 3
Condens
Free plan APIWebChoose Condens if your research team needs searchable customer knowledge, findings linked to source material, and transcription or AI analysis in one repository.
- 4
DiscoverText
Free plan APIWebDiscoverText brings text analysis, human annotation, and eDiscovery workflows together in a cloud service.
- 5
Dovetail
Free plan APIWebDovetail combines project-based feedback analysis with AI summaries, transcription, and source-traced chat.
- 6
QualCoder
Free plan LinuxMacWindowsQualCoder brings qualitative coding and reporting tools to three desktop platforms at no software cost.
- 7
spaCy
Free plan LinuxMacSelf-hosted+1spaCy offers a broad set of NLP components and tools for training, packaging and deploying custom pipelines.
- 8
Taguette
Free plan LinuxMacSelf-hosted+2Taguette provides document coding, exports and a choice of desktop, hosted or server use at no charge.
- 9
Voyant Tools
Free plan APILinuxMac+3Voyant Tools combines a hosted text-analysis workspace with a local option for offline use.
- 10
TextAnalyzer
Free plan WebTextAnalyzer provides a set of lexical measures and topic modeling for English text uploads, with results delivered as a tabular file.
- 11
TextDescriptives
Free plan APILinuxChoose TextDescriptives if you need a free Python library that brings a broad range of text measurements into spaCy or scikit-learn workflows.
- 12
Dedoose
Free trial LinuxMacWindowsChoose Dedoose if your research combines qualitative and quantitative material or spans multiple media types, especially when real-time collaboration matters.
- 13
MAXQDA
Free trial ExtensionMacWeb+1MAXQDA offers research analysis tools across qualitative, mixed methods, and statistical work.
- 14
ATLAS.ti
Free trial MacWebWindowsATLAS.ti covers a wide range of research materials and includes both AI analysis features and reference-manager imports.
- 15
Leximancer
Free trial MacWebWindowsLeximancer combines automated text analysis with maps, exports and an optional cloud service. Check the specific licence terms, storage allowance and privacy details that apply to your use.
- 16
Quirkos
Free trial AndroidiPhoneLinux+3Quirkos offers a visual coding and query workflow, with cloud collaboration and several export options.
- 17
Delve
Free trial WebDelve combines transcript coding, team collaboration, and AI assistance for qualitative analysis. Check the paid-seat rule and education eligibility before selecting a plan.
- 18
Keatext
Free trial WebKeatext brings feedback analysis, recommendations, and journey reporting into one web platform. Its two-week proof of concept offers a way to assess fit before selecting a paid plan.
- 19
Quid (formerly NetBase Quid)
Free trial APIWebQuid combines broad source coverage with historical data, sentiment analysis, competitor tracking, and alerts. Buyers should note that it is paid and pricing requires a request.
- 20
Speakerbox
Free plan LinuxMacWindows - 21
CallMiner Eureka
Paid APIWebEureka brings interaction analytics, agent support, and automation capabilities together for organizations with substantial conversation volumes.
- 22
Chattermill
Paid APIWebChattermill combines feedback analysis, reporting, alerts, and integrations for enterprise teams. Pricing is on request; the stated data residency options are standard UK/EU or available US residency.
- 23
Relative Insight
Free trial WebRelative Insight focuses on comparing language across text datasets and linking analysis to verbatims.
- 24
webQDA
Free trial AndroidiPhoneWebwebQDA brings varied media analysis, coding, queries, collaboration, and export into a browser workspace. Review its file limits and fixed license periods when planning larger projects.
- 25
Kapiche
Paid APIWebKapiche combines multi-channel feedback analysis with predictive signals and conversation quality scoring. Its entry pricing and lack of a trial are important considerations for teams evaluating it.
#1Places #1, #2, #3, #4, #5 on this list can be bought by the makers of the software on it. See the price
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