We take quality and security seriously, like, really seriously. Because what’s the point of fancy insights if the data is dodgy, duplicated, or driven by bots? At Glee Research, we’ve built a fortress of fraud prevention, respondent validation, and real-time monitoring systems to make sure every response you get is legit, verified, and valuable.

🔒 Basic Protection

• Duplicate Entry Blocking: We prevent multiple submissions from the same IP, ensuring every response is unique and authentic.

• Smart Geo-Fencing: Our system verifies respondent locations to guarantee true country-level targeting and cleaner, more accurate insights.

• Advanced BOT Shield: Tools like Google ReCaptcha keep automated bots out, so your data always comes from real human respondents.

• Proxy & VPN Detection: We identify and block spoofed or masked locations, protecting your study from fake or misleading responses.

🧠 Advanced Protection

• Digital Fingerprinting: Our in-house technology detects duplicates at a digital level, ensuring every response is truly unique.

• Enhanced Geo & BOT Shield: Using HCaptcha and device-level fingerprinting, we filter out bots and off-target respondents with precision.

• AI-Driven Behavior Analysis: Intelligent algorithms spot unusual patterns or suspicious activity in real time for proactive protection.

• Continuous Fraud Monitoring: We constantly scan for new threats like ghost completes and survey farms, keeping your data safe and reliable.

• Response Quality Checks: Speed tracking and open-end text analysis help identify low-effort or fake responses before they reach your dataset.

🔍 Quality Checks

• Real-Time Monitoring: Live dashboards track fieldwork progress and instantly flag any irregularities or data quality risks.

• Smart Data Cleaning: We automatically remove flatliners, speeders, and inconsistent respondents to ensure every response adds value.

• Intelligent Survey Design: Logic traps, red herrings, and attention checks are embedded throughout surveys to maintain respondent focus and authenticity.

• Human Review Layer: Our team manually reviews open-ended responses for relevance, coherence, and true engagement.

• Verified Panels: Multi-layer panel verification combines profile matching, past behavior, and engagement scoring for dependable, high-quality samples.

♻️ Continuous Innovation

• Always Evolving: We don’t believe in “set and forget.” Our systems are constantly adapting to stay one step ahead of emerging threats.

• Tech-Driven Experimentation: Our in-house tech team regularly tests new tools, integrations, and smarter workflows to keep fraud detection razor-sharp.

• Adaptive Filters: Fraud checks and validation layers are continuously refined to outsmart evolving bots, survey farms, and fake profiles.

• Proactive Quality Leadership: Our quality leads actively track industry trends to ensure we’re not just keeping up — we’re setting new benchmarks.

• Future-Ready Security: As fraudsters get smarter, our defences evolve even faster — keeping your data secure and your insights rock-solid.