Zonka AI Feedback Intelligence - Advanced Theme Management for AI Thematic Analysis

We’re excited to introduce Advanced Theme Management, giving you complete control over how Themes and Sub-Themes are structured and maintained within your AI Thematic Analysis projects.

As feedback grows, themes often need refinement or restructuring. With this update, you can now merge, edit, reorganize, archive, or remove themes and sub-themes while ensuring historical and future responses remain accurately tagged.


Key Capabilities

  • Merge Themes: Combine multiple themes into one while consolidating metadata, sub-themes, and automatically retagging responses.
  • Merge Sub-Themes: Merge multiple sub-themes under the same parent theme with automatic response retagging.
  • Edit Themes & Sub-Themes: Update names or definitions with automatic embedding updates while keeping existing matches intact.
  • Convert Between Levels: Convert themes into sub-themes or promote sub-themes into themes as your taxonomy evolves.
  • Move Sub-Themes: Reassign sub-themes from one theme to another with automatic response retagging.
  • Delete Themes & Sub-Themes: Permanently remove themes or sub-themes with controlled response untagging
  • Archive Themes & Sub-Themes: Hide themes or sub-themes from the interface while keeping them available for historical matching and restoration.

Use Cases

Refine Your Feedback Taxonomy
As new feedback patterns emerge, teams can merge similar themes or reorganize sub-themes to maintain a clean and meaningful structure.

Adapt to Evolving Product Insights
Promote frequently appearing sub-themes into full themes or move topics across categories as product priorities change.

Clean Up Redundant or Low-Value Themes
Delete or archive themes that are no longer useful without disrupting historical analysis.

Maintain an Organized Large-Scale Analysis
For projects with hundreds of feedback responses and multiple themes, easily restructure the hierarchy to keep analysis manageable.


Benefits

  • Greater Flexibility: Easily evolve your thematic framework as feedback patterns change.
  • Improved Insight Accuracy: Reduce duplication and ensure responses are categorized under the right themes.
  • Better Governance: Built-in logging and controlled actions maintain transparency across teams.
  • Scalable Feedback Analysis: Manage large volumes of qualitative feedback without losing structure or clarity.