FS-08

Rapid Consumer Feedback Panel

Match studies to participants, randomize options, collect structured feedback, control quality, and visualize confidence and bias.

• Status: planned
• Proof: code
• Tier: focused-exhibit
• Roles: ai-engineer, backend-engineer, full-stack-engineer

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