Challenge
A high-value, high-repeat but slow-selling niche category. Years of conventional research only surfaced ideas the client already knew — framed surveys cannot reveal opportunities outside the client’s own assumptions.
Approach
Skipping framed surveys, the team mined authentic social UGC: TrendAI captured and parsed ~100k posts; ezData cleaned them to 50k quality texts. A co-created 1–4 level coding frame quantified the unstructured text, then crosstab analysis peeled down to segments, scenarios and purchase barriers — reverse-engineering product and channel strategy.
- VOC parsing accuracy 86%–92% (industry norm ~60%)
- Surfaced entirely new usage scenarios the client never anticipated
- Pinpointed the core purchase barrier — extending filter life from 6 months to ~2 years
- The coding frame became a reusable, transferable data asset