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Host & Stage · Result visualization · MP-FR-020–027 · 053

Result renderers for the new types

Each new question type has a stage renderer that reveals deliberately and, in Anonymous mode, shows aggregates only — density, centroid, and heatmap views never expose an individual response. Below the renderers, AI theming turns open text into labelled, fully traceable clusters.

100 Pointsmean / option
1AI tooling38avg
2Reliability27avg
3Research21avg
4Talent14avg
2×2 Griddensity
Low effortHigh effort High impactLow impact
Pin on Imageheatmap
Matrix scaleradar
AccessIncidentRetentionVendor
Guess the Numbertrue 48,200
0–20k12
20–40k19
40–60k ✓31
60k+9
LeaderboardMP-FR-027
1Falcon2,840
2Oryx2,610
3Sadu2,375
4Najd2,190

Reflects only scored questions already closed. Aliases shown; suppressed in Anonymous mode without nicknames.

AI theming of open text & word cloud

MP-FR-053 · runs on the reporting read-model, never the live vote path · every theme traces to its member responses

Faster onboarding142

“Cut the setup steps for new joiners.”

Arabic-first UX98

“واجهة عربية كاملة على الجوال.”

Reliability61

“No lag when the room is full.”

Themes are advisory — raw responses stay the record of truth. Small-cell suppression applies; a theme below threshold is not surfaced. Arabic dialectal variation validated on a Gulf sample.