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Exegete: agentic qualitative data analysis application. You work in conversation with your AI assistant. Extensive human oversight routines and integrity checks are built-in. Files can be pseudonymised before the agent reads them. Works with cloud and local models. Projects remain compatible with QualCoder so that work can continue there as well.
TACIT: LLM-assisted qualitative coding that keeps the record: where the codebook came from, what the model proposed, and what the researcher changed. Python + Streamlit; Gemini, Ollama or any OpenAI-compatible server; transcripts can stay on your machine. pip install tacit-qda
Thematic coding of open-ended survey text without a predefined codebook. Claude Opus 4.5 infers each question from the answers rather than the header, clusters 3 to 5 themes, and classifies every participant with no orphans; GPT-5.1 writes the executive layer. Quotes are verified against their source row and deduplicated across themes.