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Online surveys fail niche audiences: hidden risks in quality, validation, and real insight

Video surveys promise speed and scale, but without live moderation, you lose the adaptive probes and context that turn responses into real insights.

Data integrity isn't just about research quality, it's the foundation of health equity.

AI removes friction, but that's where truth hides. Human oversight turns automated scale into trustworthy, real-world insight.

Adherence isn't enough. Capture correct usage for reliable real-world evidence.