Use case
A brand or insights team preparing a concept test, ad evaluation or product change must handle interview guides, participant recruitment and large volumes of interview transcripts, and end up with consumer insight that can support a decision.
Outsourcing surveys and focus groups to research agencies, or running in-house surveys and manual interviews and compiling a slide report by hand.
Traditional consumer research is expensive and slow, findings stay locked inside the insights team, other departments must wait for the next report, and attitude shifts are hard to compare over time.
xOcto's call
Demand is evidenced
Trend: consumer research is shifting from project-based outsourced reports to a long-lived, queryable persona asset, with AI moderating the most expensive human step. Entry: start with FMCG, beauty and retail brands that repeat concept tests every year, charging per study or per interview rather than per seat; the moat is the participant panel and accumulated past research data.
Reason to use it
Why users would choose it
Inference: versus outsourced reports, AI-moderated interviews follow up live, auto-synthesise and persist into a queryable persona base, removing the per-session transcription and write-up step, so brand teams running repeated concept tests would pick it when they need to reuse past insight quickly.
Where the easy answer breaks down
The tension worth following
An English validation note will follow from the public evidence.
If this is your job
Worth trying. Inference: versus outsourced reports, AI-moderated interviews follow up live, auto-synthesise and persist into a queryable persona base, removing the per-session transcription and write-up step, so brand teams running repeated concept tests would pick it when they need to reuse past insight quickly.
Entry and what to borrow
Trend: consumer research is shifting from project-based outsourced reports to a long-lived, queryable persona asset, with AI moderating the most expensive human step. Entry: start with FMCG, beauty and retail brands that repeat concept tests every year, charging per study or per interview rather than per seat; the moat is the participant panel and accumulated past research data.