Everything you need for professional open-ended response coding
Hybrid system of 9 algorithms plus AI verification to ensure only quality responses reach your codebook.
Detects responses with no useful content or too brief for analysis.
Identifies meaningless sequences: asdf, qwerty, lorem ipsum, random characters.
Detects when respondent simply copies the question text.
Identifies identical or near-identical responses from same or different respondents.
Filters content-empty responses: 'ok', 'fine', 'nothing', 'don't know', 'n/a'.
Detects responses composed mainly of emojis without textual content.
Detects responses written entirely in uppercase that may indicate low quality.
Detects repeated text or patterns indicating bots or automated responses.
Claude Haiku analyzes borderline cases where rules are not conclusive.
Each task uses the optimal model to maximize quality and efficiency.
Anthropic's most powerful model. Analyzes responses, discovers emerging patterns and generates structured categories and codes with superior analytical depth.
Perfect balance of speed and precision. Classifies thousands of responses applying the codebook with high consistency and low cost.
Ultra-fast and efficient. Verifies ambiguous quality cases in milliseconds, filtering bots and low-quality responses.
Generate codebooks and code responses in the original language with appropriate cultural context.
Export your coded data in the format that fits your analysis workflow.
Native Excel format with multiple sheets and code dictionary.
Universal format compatible with any analysis tool.
Ready for IBM SPSS with variable labels and value codes.
Excel with R code for direct import with labels.
Excel with pandas code for labeled import.
Programmatic access for custom integrations.
Specialized context for each type of research. AI receives industry guides without predefined categories to discover genuine insights.
Analysis of promoters, passives and detractors with recommendation drivers.
Satisfaction evaluation with friction and delight point identification.
Customer effort analysis in service and support processes.
Brand perception, attributes, positioning and associations.
Product evaluation with features, usability and improvement areas.
New concept evaluation with relevance, differentiation and credibility.
Advertising evaluation with message, impact and call to action.
User experience research with usability and pain points.
Employee feedback with engagement, culture and work climate.
Market research with trends, competition and opportunities.