Advanced portal
A research platform, not a survey tool.
Every capability you'd expect from a boutique qual agency — instrumented, searchable, and repeatable.
Instant Insights
Researchers receive structured themes, ranked quotes, and segment-level patterns that enrich follow-up studies with deeper context — not just raw transcripts.
- Thematic clustering across every transcript, automatically
- Sentiment and intensity scoring per participant and segment
- Actionable quotes and clips ready for your readout
Study designer
Build multi-arm discussion guides with branching, quotas, and stimulus (images, video, prototypes).
Panel + BYO recruit
Tap our vetted panel or bring your own list. Automated screeners with quota enforcement.
Live monitoring
Watch interviews as they happen. Nudge Avery mid-session, add follow-up probes on the fly.
Transcript search
Semantic search across every session. Find every mention of 'onboarding' with one query.
Theme clustering
AI-auto-clusters responses into themes. Merge, split, and rename with a click — provenance preserved.
Export anywhere
Readouts to PDF, Notion, Figma, or raw JSON. Full transcripts + timestamps included.
Insight synthesis, not participant scores
Avdah never grades the people in the room. It reads every transcript for what was said and meant, clusters it into themes, weights each theme by how widely it was shared, and keeps the evidence attached so you can defend the readout.
- Themes ranked by how many participants raised them
- Every claim linked back to the quote and timestamp behind it
- Minority and dissenting views surfaced, not averaged away
- Theme movement tracked across rounds and segments
Your Session Results
Synthesized feedback from your focus group
What the group agreed on
- Mobile onboarding is the biggest friction point across all segments
- Participants value the new AI feature but want clearer control
- Clear preference for a simplified pricing structure
Tensions to explore further
- Power users want advanced features; new users want simplicity
- Trust in automation varies sharply by age and tenure
- Opportunity to develop a clearer community value proposition