Customer review classification
Code sentiment, themes, or product mentions across large review datasets.
Classify hundreds or thousands of snippets against your coding scheme: customer reviews, job descriptions, movie summaries, or any short text you need coded.
Process large batches of short texts automatically. Get confidence scores and AI reasoning for every classification.
Bring your own categories and coding rules, tailored to your project, domain, and research question.
Review AI reasoning for each decision, validate data structures, and cross-validate results seamlessly.
From spreadsheet to coded dataset in four steps — built for qualitative content analysis and market research workflows.
Prepare an Excel file with a description column and a label column (title or id). Each row is one text snippet to classify.
Create categories with criteria, allowed values, and anchor examples — or import a YAML or DOCX scheme.
Choose a model, review the credit estimate, and process hundreds or thousands of snippets automatically.
Download Excel results with coded values, confidence scores, and AI reasoning. Retry individual calls when needed.
QualiCode helps researchers and analysts automate repetitive coding of short texts at scale.
Code sentiment, themes, or product mentions across large review datasets.
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Apply a consistent coding scheme to open-ended survey answers for content analysis.
Questions about pricing or file formats? Read the FAQ.
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