Analysis & Insights

Real-Time Results Dashboard

As responses come in, Cashew updates a real-time results dashboard. You can monitor completion rates, view response counts by segment, and see summary statistics without waiting for the study to close. This helps you track progress, adjust quotas if needed, and spot issues early.

AI-Powered Question Analysis

For open-ended questions, Cashew uses AI to analyze and code responses:

• Theme detection — Identifies recurring themes and topics
• Sentiment — Surfaces positive, negative, or neutral sentiment
• Coding — Groups similar responses for easier review

AI analysis reduces the manual work of reading and categorizing hundreds or thousands of open-ended answers.

Key Insights Generation

AI can also generate key insights — high-level summaries of what the data shows. These summaries highlight notable findings, patterns, and recommendations, helping researchers quickly understand results and share them with stakeholders.

Cross-Tabulation by Demographics

Cross-tabs let you break down results by demographic or other segments. For example, you can compare answers by age, gender, region, or custom attributes. Cross-tabulation reveals how different groups respond and supports segment-level insights.

Data Export Formats

When you’re ready to analyze in external tools or share reports, Cashew supports multiple export formats:

• CSV — Raw or summarized data for spreadsheets and statistical software
• Excel — Formatted tables, charts, and multi-sheet workbooks
• PDF reports — Presentation-ready reports with charts and key findings

Exports can include full response data, summary tables, or both, depending on your needs.