Chattermill vs KH Coder

Chattermill brings customer feedback together to surface issues and answer questions using customer comments as evidence. Its Lyra Agent analyzes feedback and returns answers with quantified evidence, charts, reports, and customer quotes; it also monitors voice-of-customer data and raises trends and signals. Teams can create custom reports with advanced filters and visualizations, add them to dashboards, and route real-time issue alerts to Slack, email, Jira, or other destinations. Chattermill connects to 65+ feedback channels, including surveys, reviews, support, social media, and voice calls. Listed integrations include Zendesk, Intercom, Salesforce, Slack, Jira, Snowflake, and an API. It can also connect customer intelligence to Claude, ChatGPT, and other MCP-compatible agents. The platform analyzes feedback in more than 100 languages with automated translation and transcription. Chattermill lists sentiment analysis, NPS surveys, feature requests, and in-app feedback. It is intended for enterprise CX, insights, product, and customer-support teams. The company says it is SOC 2 Type II and ISO 27001 certified and complies with GDPR and CCPA. Pricing is available on request.

KH Coder is software for quantitative content analysis, text mining, and computational linguistics. It can be used with free-response survey answers, interview records, newspaper articles, and other text. The analysis options include word-frequency lists, keyword searches, KWIC, cluster analysis, multidimensional scaling, co-occurrence networks, correspondence analysis, self-organizing maps, and coding cross-tabulations. Visualizations include network views with betweenness centrality and community detection, correspondence-analysis plots, heatmaps, line charts, and bubble plots. Statistical analyses can be viewed with the source-text context, and analysis can run without an internet connection. The English site lists text support for Catalan, Simplified Chinese, Dutch, English, French, German, Italian, Japanese, Korean, Portuguese, Russian, Slovenian, and Spanish. KH Coder runs on Linux, macOS, and Windows, with on-premise deployment. Users can customize it by editing R and MySQL code. The free Windows Starting Edition limits analyzable data and some features and is an older beta; the paid Base Edition is presented as the full version. The Mac Edition costs $99.00 USD once and requires Apple silicon, macOS 11 or later, and 5 GB of available disk space.