Overview

Round 3 extended the survey-map approach with conversations between cluster personas. Users can explore the themes visually or listen to contrasting viewpoints with synchronized transcripts.

Process

OpenAI embeddings, silhouette-selected K-Means, and 3D t-SNE organize responses across 16 open-ended fields. Generated roundtable scripts connect cluster themes, while distinct synthesized voices, per-line audio, and transcript playback add an accessible narrative layer.

Result

Published an interactive survey exploration with semantic maps and narrated roundtable dialogues. The dialogues are generated representations of survey themes, rather than recordings of respondents.

BC AI survey semantic visualization and generated roundtable dialogue controls.