Our multi-layered validation process ensures that every single data point delivered to your team is authentic, engaged, and decision-ready.
Before a respondent even sees the first question, we deploy advanced digital fingerprinting, IP verification, and VPN/Proxy detection. This immediately blocks known survey farms, duplicate participants, and automated bots from entering your study.
We actively monitor behavior during the survey. We implement hidden trap questions (red herrings), track completion pacing to eliminate "speeders," and utilize pattern recognition algorithms to flag straight-lining on complex matrix grids.
All open-ended text responses undergo a rigorous two-step check. First, proprietary NLP (Natural Language Processing) tools scan for gibberish, copy-pasted text, and AI-generated answers. Second, a human analyst manually reviews the flagged data before final delivery.
Savanna Research operates under strict adherence to global privacy regulations, including GDPR and CCPA. All PII (Personally Identifiable Information) is encrypted and decoupled from the final analytical datasets provided to clients.